{
    "segments": [
        {
            "id": 1,
            "seek": 2932,
            "start": 13.79,
            "end": 17.65,
            "text": " Hey AppSecVillage, welcome back and get ready for another talk. Coming up next",
            "tokens": [
                50414,
                1911,
                3132,
                29511,
                53,
                373,
                609,
                11,
                2928,
                646,
                293,
                483,
                1919,
                337,
                1071,
                751,
                13,
                12473,
                493,
                958,
                50628
            ],
            "temperature": 0.0,
            "avg_logprob": -0.29287189491524185,
            "compression_ratio": 1.6222910216718267,
            "no_speech_prob": 0.513671875,
            "words": [
                {
                    "start": 13.79,
                    "end": 14.35,
                    "word": " Hey",
                    "probability": 0.356689453125
                },
                {
                    "start": 14.35,
                    "end": 14.91,
                    "word": " AppSecVillage",
                    "probability": 0.735009765625
                },
                {
                    "start": 14.91,
                    "end": 14.95,
                    "word": ",",
                    "probability": 0.59716796875
                },
                {
                    "start": 14.95,
                    "end": 15.15,
                    "word": " welcome",
                    "probability": 0.732421875
                },
                {
                    "start": 15.15,
                    "end": 15.53,
                    "word": " back",
                    "probability": 0.82421875
                },
                {
                    "start": 15.53,
                    "end": 15.67,
                    "word": " and",
                    "probability": 0.67333984375
                },
                {
                    "start": 15.67,
                    "end": 15.77,
                    "word": " get",
                    "probability": 0.86279296875
                },
                {
                    "start": 15.77,
                    "end": 15.95,
                    "word": " ready",
                    "probability": 0.802734375
                },
                {
                    "start": 15.95,
                    "end": 16.11,
                    "word": " for",
                    "probability": 0.9033203125
                },
                {
                    "start": 16.11,
                    "end": 16.35,
                    "word": " another",
                    "probability": 0.830078125
                },
                {
                    "start": 16.35,
                    "end": 16.79,
                    "word": " talk",
                    "probability": 0.830078125
                },
                {
                    "start": 16.79,
                    "end": 17.01,
                    "word": ".",
                    "probability": 0.69921875
                },
                {
                    "start": 17.01,
                    "end": 17.25,
                    "word": " Coming",
                    "probability": 0.82275390625
                },
                {
                    "start": 17.25,
                    "end": 17.43,
                    "word": " up",
                    "probability": 0.91162109375
                },
                {
                    "start": 17.43,
                    "end": 17.65,
                    "word": " next",
                    "probability": 0.85986328125
                }
            ]
        },
        {
            "id": 2,
            "seek": 2932,
            "start": 17.65,
            "end": 20.57,
            "text": " we've got Can't Touch This! Detecting Lateral Movement in Zero-Touch",
            "tokens": [
                50628,
                321,
                600,
                658,
                1664,
                380,
                20029,
                639,
                0,
                4237,
                557,
                278,
                11965,
                304,
                26523,
                294,
                17182,
                12,
                51,
                2220,
                50776
            ],
            "temperature": 0.0,
            "avg_logprob": -0.29287189491524185,
            "compression_ratio": 1.6222910216718267,
            "no_speech_prob": 0.513671875,
            "words": [
                {
                    "start": 17.65,
                    "end": 17.85,
                    "word": " we've",
                    "probability": 0.70703125
                },
                {
                    "start": 17.85,
                    "end": 17.99,
                    "word": " got",
                    "probability": 0.8935546875
                },
                {
                    "start": 17.99,
                    "end": 18.31,
                    "word": " Can't",
                    "probability": 0.66064453125
                },
                {
                    "start": 18.31,
                    "end": 18.57,
                    "word": " Touch",
                    "probability": 0.74560546875
                },
                {
                    "start": 18.57,
                    "end": 18.77,
                    "word": " This",
                    "probability": 0.828125
                },
                {
                    "start": 18.77,
                    "end": 18.85,
                    "word": "!",
                    "probability": 0.1749267578125
                },
                {
                    "start": 18.85,
                    "end": 19.23,
                    "word": " Detecting",
                    "probability": 0.91748046875
                },
                {
                    "start": 19.23,
                    "end": 19.59,
                    "word": " Lateral",
                    "probability": 0.72314453125
                },
                {
                    "start": 19.59,
                    "end": 19.83,
                    "word": " Movement",
                    "probability": 0.8359375
                },
                {
                    "start": 19.83,
                    "end": 20.05,
                    "word": " in",
                    "probability": 0.83544921875
                },
                {
                    "start": 20.05,
                    "end": 20.29,
                    "word": " Zero",
                    "probability": 0.8720703125
                },
                {
                    "start": 20.29,
                    "end": 20.57,
                    "word": "-Touch",
                    "probability": 0.7955729166666666
                }
            ]
        },
        {
            "id": 3,
            "seek": 2932,
            "start": 20.57,
            "end": 25.51,
            "text": " Environments. Philip Marlowe is going to be presenting this. Philip is a",
            "tokens": [
                50776,
                19286,
                1117,
                13,
                21144,
                2039,
                75,
                6880,
                307,
                516,
                281,
                312,
                15578,
                341,
                13,
                21144,
                307,
                257,
                50992
            ],
            "temperature": 0.0,
            "avg_logprob": -0.29287189491524185,
            "compression_ratio": 1.6222910216718267,
            "no_speech_prob": 0.513671875,
            "words": [
                {
                    "start": 20.57,
                    "end": 21.07,
                    "word": " Environments",
                    "probability": 0.9140625
                },
                {
                    "start": 21.07,
                    "end": 21.49,
                    "word": ".",
                    "probability": 0.666015625
                },
                {
                    "start": 21.49,
                    "end": 21.69,
                    "word": " Philip",
                    "probability": 0.4150390625
                },
                {
                    "start": 21.69,
                    "end": 22.09,
                    "word": " Marlowe",
                    "probability": 0.7056477864583334
                },
                {
                    "start": 22.09,
                    "end": 22.23,
                    "word": " is",
                    "probability": 0.89794921875
                },
                {
                    "start": 22.23,
                    "end": 22.37,
                    "word": " going",
                    "probability": 0.8310546875
                },
                {
                    "start": 22.37,
                    "end": 22.43,
                    "word": " to",
                    "probability": 0.90625
                },
                {
                    "start": 22.43,
                    "end": 22.55,
                    "word": " be",
                    "probability": 0.8955078125
                },
                {
                    "start": 22.55,
                    "end": 22.83,
                    "word": " presenting",
                    "probability": 0.748046875
                },
                {
                    "start": 22.83,
                    "end": 23.15,
                    "word": " this",
                    "probability": 0.880859375
                },
                {
                    "start": 23.15,
                    "end": 23.59,
                    "word": ".",
                    "probability": 0.97900390625
                },
                {
                    "start": 23.59,
                    "end": 23.87,
                    "word": " Philip",
                    "probability": 0.7099609375
                },
                {
                    "start": 23.87,
                    "end": 24.63,
                    "word": " is",
                    "probability": 0.904296875
                },
                {
                    "start": 25.05,
                    "end": 25.51,
                    "word": " a cybersecurity",
                    "probability": 0.325439453125
                }
            ]
        },
        {
            "id": 4,
            "seek": 2932,
            "start": 25.51,
            "end": 29.43,
            "text": " cybersecurity and DevOps engineer. He helps organizations understand how to",
            "tokens": [
                50992,
                38765,
                293,
                43051,
                11403,
                13,
                634,
                3665,
                6150,
                1223,
                577,
                281,
                51192
            ],
            "temperature": 0.0,
            "avg_logprob": -0.29287189491524185,
            "compression_ratio": 1.6222910216718267,
            "no_speech_prob": 0.513671875,
            "words": [
                {
                    "start": 25.51,
                    "end": 25.87,
                    "word": " and",
                    "probability": 0.86669921875
                },
                {
                    "start": 25.87,
                    "end": 26.13,
                    "word": " DevOps",
                    "probability": 0.8251953125
                },
                {
                    "start": 26.13,
                    "end": 26.61,
                    "word": " engineer",
                    "probability": 0.61181640625
                },
                {
                    "start": 26.61,
                    "end": 27.09,
                    "word": ".",
                    "probability": 0.890625
                },
                {
                    "start": 27.09,
                    "end": 27.21,
                    "word": " He",
                    "probability": 0.8876953125
                },
                {
                    "start": 27.21,
                    "end": 27.41,
                    "word": " helps",
                    "probability": 0.73095703125
                },
                {
                    "start": 27.41,
                    "end": 27.95,
                    "word": " organizations",
                    "probability": 0.728515625
                },
                {
                    "start": 27.95,
                    "end": 28.55,
                    "word": " understand",
                    "probability": 0.7119140625
                },
                {
                    "start": 28.55,
                    "end": 28.83,
                    "word": " how",
                    "probability": 0.89990234375
                },
                {
                    "start": 28.83,
                    "end": 28.99,
                    "word": " to",
                    "probability": 0.90673828125
                },
                {
                    "start": 28.99,
                    "end": 29.43,
                    "word": " adopt",
                    "probability": 0.80126953125
                }
            ]
        },
        {
            "id": 5,
            "seek": 2932,
            "start": 29.43,
            "end": 34.07,
            "text": " adopt DevOps practices to increase their security rather than sacrifice it in",
            "tokens": [
                51192,
                6878,
                43051,
                7525,
                281,
                3488,
                641,
                3825,
                2831,
                813,
                11521,
                309,
                294,
                51448
            ],
            "temperature": 0.0,
            "avg_logprob": -0.29287189491524185,
            "compression_ratio": 1.6222910216718267,
            "no_speech_prob": 0.513671875,
            "words": [
                {
                    "start": 29.43,
                    "end": 30.15,
                    "word": " DevOps",
                    "probability": 0.90185546875
                },
                {
                    "start": 30.15,
                    "end": 30.67,
                    "word": " practices",
                    "probability": 0.81103515625
                },
                {
                    "start": 30.67,
                    "end": 30.95,
                    "word": " to",
                    "probability": 0.89990234375
                },
                {
                    "start": 30.95,
                    "end": 31.37,
                    "word": " increase",
                    "probability": 0.76318359375
                },
                {
                    "start": 31.37,
                    "end": 31.63,
                    "word": " their",
                    "probability": 0.8857421875
                },
                {
                    "start": 31.63,
                    "end": 32.15,
                    "word": " security",
                    "probability": 0.91162109375
                },
                {
                    "start": 32.15,
                    "end": 32.77,
                    "word": " rather",
                    "probability": 0.5771484375
                },
                {
                    "start": 32.77,
                    "end": 33.05,
                    "word": " than",
                    "probability": 0.89306640625
                },
                {
                    "start": 33.05,
                    "end": 33.63,
                    "word": " sacrifice",
                    "probability": 0.72021484375
                },
                {
                    "start": 33.63,
                    "end": 33.85,
                    "word": " it",
                    "probability": 0.8828125
                },
                {
                    "start": 33.85,
                    "end": 33.97,
                    "word": " in",
                    "probability": 0.89794921875
                },
                {
                    "start": 33.97,
                    "end": 34.07,
                    "word": " the",
                    "probability": 0.8134765625
                }
            ]
        },
        {
            "id": 6,
            "seek": 2932,
            "start": 34.07,
            "end": 38.99,
            "text": " the name of speed. Philip holds several security, cloud, and agile certifications",
            "tokens": [
                51448,
                264,
                1315,
                295,
                3073,
                13,
                21144,
                9190,
                2940,
                3825,
                11,
                4588,
                11,
                293,
                30072,
                5351,
                7833,
                51682
            ],
            "temperature": 0.0,
            "avg_logprob": -0.29287189491524185,
            "compression_ratio": 1.6222910216718267,
            "no_speech_prob": 0.513671875,
            "words": [
                {
                    "start": 34.07,
                    "end": 34.21,
                    "word": " name",
                    "probability": 0.8017578125
                },
                {
                    "start": 34.21,
                    "end": 34.37,
                    "word": " of",
                    "probability": 0.9091796875
                },
                {
                    "start": 34.37,
                    "end": 34.71,
                    "word": " speed",
                    "probability": 0.85791015625
                },
                {
                    "start": 34.71,
                    "end": 35.27,
                    "word": ".",
                    "probability": 0.99072265625
                },
                {
                    "start": 35.51,
                    "end": 35.67,
                    "word": " Philip",
                    "probability": 0.70703125
                },
                {
                    "start": 35.67,
                    "end": 35.93,
                    "word": " holds",
                    "probability": 0.75439453125
                },
                {
                    "start": 35.93,
                    "end": 36.25,
                    "word": " several",
                    "probability": 0.82470703125
                },
                {
                    "start": 36.25,
                    "end": 36.71,
                    "word": " security",
                    "probability": 0.85400390625
                },
                {
                    "start": 36.71,
                    "end": 36.99,
                    "word": ",",
                    "probability": 0.8486328125
                },
                {
                    "start": 36.99,
                    "end": 37.29,
                    "word": " cloud",
                    "probability": 0.8837890625
                },
                {
                    "start": 37.29,
                    "end": 37.45,
                    "word": ",",
                    "probability": 0.587890625
                },
                {
                    "start": 37.45,
                    "end": 37.55,
                    "word": " and",
                    "probability": 0.89453125
                },
                {
                    "start": 37.55,
                    "end": 37.87,
                    "word": " agile",
                    "probability": 0.5888671875
                },
                {
                    "start": 37.87,
                    "end": 38.55,
                    "word": " certifications",
                    "probability": 0.891845703125
                },
                {
                    "start": 38.55,
                    "end": 38.99,
                    "word": " and",
                    "probability": 0.5341796875
                }
            ]
        },
        {
            "id": 7,
            "seek": 2932,
            "start": 38.99,
            "end": 41.57,
            "text": " and is currently pursuing a master's degree in information security",
            "tokens": [
                51682,
                293,
                307,
                4362,
                20222,
                257,
                4505,
                311,
                4314,
                294,
                1589,
                3825,
                51832
            ],
            "temperature": 0.0,
            "avg_logprob": -0.29287189491524185,
            "compression_ratio": 1.6222910216718267,
            "no_speech_prob": 0.513671875,
            "words": [
                {
                    "start": 38.99,
                    "end": 39.09,
                    "word": " is",
                    "probability": 0.880859375
                },
                {
                    "start": 39.09,
                    "end": 39.41,
                    "word": " currently",
                    "probability": 0.7119140625
                },
                {
                    "start": 39.41,
                    "end": 39.79,
                    "word": " pursuing",
                    "probability": 0.7197265625
                },
                {
                    "start": 39.95,
                    "end": 40.33,
                    "word": " a master's",
                    "probability": 0.71630859375
                },
                {
                    "start": 40.33,
                    "end": 40.59,
                    "word": " degree",
                    "probability": 0.90234375
                },
                {
                    "start": 40.59,
                    "end": 40.73,
                    "word": " in",
                    "probability": 0.89794921875
                },
                {
                    "start": 40.73,
                    "end": 41.09,
                    "word": " information",
                    "probability": 0.44384765625
                },
                {
                    "start": 41.09,
                    "end": 41.57,
                    "word": " security",
                    "probability": 0.9423828125
                }
            ]
        },
        {
            "id": 8,
            "seek": 5724,
            "start": 41.57,
            "end": 46.89,
            "text": " engineering at SANS Technology Institute. Please give it up for Philip Marlowe.",
            "tokens": [
                50368,
                7043,
                412,
                318,
                25711,
                15037,
                9446,
                13,
                2555,
                976,
                309,
                493,
                337,
                21144,
                2039,
                75,
                6880,
                13,
                50632
            ],
            "temperature": 0.0,
            "avg_logprob": -0.24114046391752578,
            "compression_ratio": 1.5019011406844107,
            "no_speech_prob": 0.0367431640625,
            "words": [
                {
                    "start": 41.57,
                    "end": 42.01,
                    "word": " engineering",
                    "probability": 0.21728515625
                },
                {
                    "start": 42.01,
                    "end": 42.51,
                    "word": " at",
                    "probability": 0.916015625
                },
                {
                    "start": 42.51,
                    "end": 42.79,
                    "word": " SANS",
                    "probability": 0.632568359375
                },
                {
                    "start": 42.79,
                    "end": 43.27,
                    "word": " Technology",
                    "probability": 0.75439453125
                },
                {
                    "start": 43.27,
                    "end": 43.77,
                    "word": " Institute",
                    "probability": 0.88623046875
                },
                {
                    "start": 43.77,
                    "end": 44.37,
                    "word": ".",
                    "probability": 0.9365234375
                },
                {
                    "start": 44.37,
                    "end": 44.91,
                    "word": " Please",
                    "probability": 0.77685546875
                },
                {
                    "start": 44.91,
                    "end": 45.13,
                    "word": " give",
                    "probability": 0.79736328125
                },
                {
                    "start": 45.13,
                    "end": 45.23,
                    "word": " it",
                    "probability": 0.90185546875
                },
                {
                    "start": 45.23,
                    "end": 45.41,
                    "word": " up",
                    "probability": 0.90966796875
                },
                {
                    "start": 45.41,
                    "end": 45.65,
                    "word": " for",
                    "probability": 0.89404296875
                },
                {
                    "start": 45.65,
                    "end": 45.99,
                    "word": " Philip",
                    "probability": 0.5126953125
                },
                {
                    "start": 45.99,
                    "end": 46.41,
                    "word": " Marlowe",
                    "probability": 0.760009765625
                },
                {
                    "start": 46.41,
                    "end": 46.89,
                    "word": ".",
                    "probability": 0.84765625
                }
            ]
        },
        {
            "id": 9,
            "seek": 5724,
            "start": 47.23,
            "end": 52.29,
            "text": " Hello everyone and welcome to Can't Touch This! Detecting Lateral Movement in",
            "tokens": [
                50632,
                2425,
                1518,
                293,
                2928,
                281,
                1664,
                380,
                20029,
                639,
                0,
                4237,
                557,
                278,
                11965,
                304,
                26523,
                294,
                50888
            ],
            "temperature": 0.0,
            "avg_logprob": -0.24114046391752578,
            "compression_ratio": 1.5019011406844107,
            "no_speech_prob": 0.0367431640625,
            "words": [
                {
                    "start": 47.23,
                    "end": 47.87,
                    "word": " Hello",
                    "probability": 0.3671875
                },
                {
                    "start": 47.87,
                    "end": 48.29,
                    "word": " everyone",
                    "probability": 0.5087890625
                },
                {
                    "start": 48.29,
                    "end": 48.91,
                    "word": " and",
                    "probability": 0.43115234375
                },
                {
                    "start": 48.91,
                    "end": 49.11,
                    "word": " welcome",
                    "probability": 0.7822265625
                },
                {
                    "start": 49.11,
                    "end": 49.31,
                    "word": " to",
                    "probability": 0.9033203125
                },
                {
                    "start": 49.31,
                    "end": 49.57,
                    "word": " Can't",
                    "probability": 0.822021484375
                },
                {
                    "start": 49.57,
                    "end": 49.75,
                    "word": " Touch",
                    "probability": 0.8701171875
                },
                {
                    "start": 49.75,
                    "end": 50.07,
                    "word": " This",
                    "probability": 0.826171875
                },
                {
                    "start": 50.07,
                    "end": 50.49,
                    "word": "!",
                    "probability": 0.341552734375
                },
                {
                    "start": 50.49,
                    "end": 50.97,
                    "word": " Detecting",
                    "probability": 0.9293619791666666
                },
                {
                    "start": 50.97,
                    "end": 51.53,
                    "word": " Lateral",
                    "probability": 0.61572265625
                },
                {
                    "start": 51.53,
                    "end": 51.83,
                    "word": " Movement",
                    "probability": 0.8447265625
                },
                {
                    "start": 51.83,
                    "end": 52.29,
                    "word": " in",
                    "probability": 0.87939453125
                }
            ]
        },
        {
            "id": 10,
            "seek": 5724,
            "start": 52.29,
            "end": 56.25,
            "text": " Zero-Touch Environments. In this talk we're going to talk some about DevOps",
            "tokens": [
                50888,
                17182,
                12,
                51,
                2220,
                19286,
                1117,
                13,
                682,
                341,
                751,
                321,
                434,
                516,
                281,
                751,
                512,
                466,
                43051,
                51102
            ],
            "temperature": 0.0,
            "avg_logprob": -0.24114046391752578,
            "compression_ratio": 1.5019011406844107,
            "no_speech_prob": 0.0367431640625,
            "words": [
                {
                    "start": 52.29,
                    "end": 52.59,
                    "word": " Zero",
                    "probability": 0.88671875
                },
                {
                    "start": 52.59,
                    "end": 52.87,
                    "word": "-Touch",
                    "probability": 0.8321940104166666
                },
                {
                    "start": 52.87,
                    "end": 53.55,
                    "word": " Environments",
                    "probability": 0.92626953125
                },
                {
                    "start": 53.55,
                    "end": 54.05,
                    "word": ".",
                    "probability": 0.92431640625
                },
                {
                    "start": 54.05,
                    "end": 54.57,
                    "word": " In",
                    "probability": 0.90283203125
                },
                {
                    "start": 54.57,
                    "end": 54.71,
                    "word": " this",
                    "probability": 0.88671875
                },
                {
                    "start": 54.71,
                    "end": 54.93,
                    "word": " talk",
                    "probability": 0.81689453125
                },
                {
                    "start": 54.93,
                    "end": 55.09,
                    "word": " we're",
                    "probability": 0.687744140625
                },
                {
                    "start": 55.09,
                    "end": 55.17,
                    "word": " going",
                    "probability": 0.81982421875
                },
                {
                    "start": 55.17,
                    "end": 55.23,
                    "word": " to",
                    "probability": 0.90771484375
                },
                {
                    "start": 55.23,
                    "end": 55.43,
                    "word": " talk",
                    "probability": 0.81640625
                },
                {
                    "start": 55.43,
                    "end": 55.63,
                    "word": " some",
                    "probability": 0.6953125
                },
                {
                    "start": 55.63,
                    "end": 55.91,
                    "word": " about",
                    "probability": 0.8564453125
                },
                {
                    "start": 55.91,
                    "end": 56.25,
                    "word": " DevOps",
                    "probability": 0.86669921875
                }
            ]
        },
        {
            "id": 11,
            "seek": 5724,
            "start": 56.25,
            "end": 61.71,
            "text": " and how to detect attackers trying to move into your production environments.",
            "tokens": [
                51102,
                293,
                577,
                281,
                5531,
                45129,
                1382,
                281,
                1286,
                666,
                428,
                4265,
                12388,
                13,
                51436
            ],
            "temperature": 0.0,
            "avg_logprob": -0.24114046391752578,
            "compression_ratio": 1.5019011406844107,
            "no_speech_prob": 0.0367431640625,
            "words": [
                {
                    "start": 56.25,
                    "end": 57.01,
                    "word": " and",
                    "probability": 0.84228515625
                },
                {
                    "start": 57.01,
                    "end": 57.55,
                    "word": " how",
                    "probability": 0.89404296875
                },
                {
                    "start": 57.55,
                    "end": 57.71,
                    "word": " to",
                    "probability": 0.9130859375
                },
                {
                    "start": 57.71,
                    "end": 58.05,
                    "word": " detect",
                    "probability": 0.88720703125
                },
                {
                    "start": 58.05,
                    "end": 58.63,
                    "word": " attackers",
                    "probability": 0.7998046875
                },
                {
                    "start": 58.63,
                    "end": 59.03,
                    "word": " trying",
                    "probability": 0.8115234375
                },
                {
                    "start": 59.03,
                    "end": 59.23,
                    "word": " to",
                    "probability": 0.90966796875
                },
                {
                    "start": 59.23,
                    "end": 59.45,
                    "word": " move",
                    "probability": 0.87744140625
                },
                {
                    "start": 59.45,
                    "end": 59.71,
                    "word": " into",
                    "probability": 0.72119140625
                },
                {
                    "start": 59.71,
                    "end": 59.95,
                    "word": " your",
                    "probability": 0.8017578125
                },
                {
                    "start": 59.95,
                    "end": 60.27,
                    "word": " production",
                    "probability": 0.83740234375
                },
                {
                    "start": 60.27,
                    "end": 61.07,
                    "word": " environments",
                    "probability": 0.6953125
                },
                {
                    "start": 61.07,
                    "end": 61.71,
                    "word": ".",
                    "probability": 0.9755859375
                }
            ]
        },
        {
            "id": 12,
            "seek": 5724,
            "start": 63.57,
            "end": 69.49,
            "text": " Before we get started, a few disclaimers and acknowledgments. First off, I work for",
            "tokens": [
                51450,
                4546,
                321,
                483,
                1409,
                11,
                257,
                1326,
                2983,
                10970,
                433,
                293,
                15195,
                37148,
                13,
                2386,
                766,
                11,
                286,
                589,
                337,
                51762
            ],
            "temperature": 0.0,
            "avg_logprob": -0.24114046391752578,
            "compression_ratio": 1.5019011406844107,
            "no_speech_prob": 0.0367431640625,
            "words": [
                {
                    "start": 63.57,
                    "end": 64.21,
                    "word": " Before",
                    "probability": 0.8095703125
                },
                {
                    "start": 64.21,
                    "end": 64.39,
                    "word": " we",
                    "probability": 0.9013671875
                },
                {
                    "start": 64.39,
                    "end": 64.51,
                    "word": " get",
                    "probability": 0.9033203125
                },
                {
                    "start": 64.51,
                    "end": 64.85,
                    "word": " started",
                    "probability": 0.79638671875
                },
                {
                    "start": 64.85,
                    "end": 65.17,
                    "word": ",",
                    "probability": 0.58642578125
                },
                {
                    "start": 65.33,
                    "end": 65.71,
                    "word": " a few",
                    "probability": 0.82373046875
                },
                {
                    "start": 65.71,
                    "end": 66.45,
                    "word": " disclaimers",
                    "probability": 0.95556640625
                },
                {
                    "start": 66.45,
                    "end": 66.61,
                    "word": " and",
                    "probability": 0.88720703125
                },
                {
                    "start": 66.61,
                    "end": 67.27,
                    "word": " acknowledgments",
                    "probability": 0.5887451171875
                },
                {
                    "start": 67.27,
                    "end": 67.81,
                    "word": ".",
                    "probability": 0.96728515625
                },
                {
                    "start": 67.81,
                    "end": 68.31,
                    "word": " First",
                    "probability": 0.8857421875
                },
                {
                    "start": 68.31,
                    "end": 68.65,
                    "word": " off",
                    "probability": 0.80859375
                },
                {
                    "start": 68.65,
                    "end": 68.83,
                    "word": ",",
                    "probability": 0.87353515625
                },
                {
                    "start": 68.83,
                    "end": 69.15,
                    "word": " I",
                    "probability": 0.9912109375
                },
                {
                    "start": 69.15,
                    "end": 69.33,
                    "word": " work",
                    "probability": 0.81298828125
                },
                {
                    "start": 69.33,
                    "end": 69.49,
                    "word": " for",
                    "probability": 0.89794921875
                }
            ]
        },
        {
            "id": 13,
            "seek": 8030,
            "start": 69.49,
            "end": 75.81,
            "text": " the MITRE Corporation, but nothing I'm saying today reflects their opinion.",
            "tokens": [
                50364,
                264,
                13100,
                3850,
                26464,
                11,
                457,
                1825,
                286,
                478,
                1566,
                965,
                18926,
                641,
                4800,
                13,
                50700
            ],
            "temperature": 0.0,
            "avg_logprob": -0.24541666189829509,
            "compression_ratio": 1.4271844660194175,
            "no_speech_prob": 0.0259552001953125,
            "words": [
                {
                    "start": 69.49,
                    "end": 69.61,
                    "word": " the",
                    "probability": 0.157958984375
                },
                {
                    "start": 69.61,
                    "end": 69.79,
                    "word": " MITRE",
                    "probability": 0.933349609375
                },
                {
                    "start": 69.79,
                    "end": 70.37,
                    "word": " Corporation",
                    "probability": 0.6494140625
                },
                {
                    "start": 70.37,
                    "end": 70.93,
                    "word": ",",
                    "probability": 0.68212890625
                },
                {
                    "start": 70.93,
                    "end": 71.23,
                    "word": " but",
                    "probability": 0.89013671875
                },
                {
                    "start": 71.23,
                    "end": 71.59,
                    "word": " nothing",
                    "probability": 0.841796875
                },
                {
                    "start": 71.59,
                    "end": 71.85,
                    "word": " I'm",
                    "probability": 0.93212890625
                },
                {
                    "start": 71.85,
                    "end": 72.09,
                    "word": " saying",
                    "probability": 0.77197265625
                },
                {
                    "start": 72.09,
                    "end": 72.55,
                    "word": " today",
                    "probability": 0.72509765625
                },
                {
                    "start": 72.55,
                    "end": 74.03,
                    "word": " reflects",
                    "probability": 0.708984375
                },
                {
                    "start": 74.03,
                    "end": 74.77,
                    "word": " their",
                    "probability": 0.888671875
                },
                {
                    "start": 74.77,
                    "end": 75.17,
                    "word": " opinion",
                    "probability": 0.8291015625
                },
                {
                    "start": 75.17,
                    "end": 75.81,
                    "word": ".",
                    "probability": 0.97509765625
                }
            ]
        },
        {
            "id": 14,
            "seek": 8030,
            "start": 76.59,
            "end": 80.29,
            "text": " Also, I'm a student at the SANS Technology Institute working on my",
            "tokens": [
                50700,
                2743,
                11,
                286,
                478,
                257,
                3107,
                412,
                264,
                318,
                25711,
                15037,
                9446,
                1364,
                322,
                452,
                50902
            ],
            "temperature": 0.0,
            "avg_logprob": -0.24541666189829509,
            "compression_ratio": 1.4271844660194175,
            "no_speech_prob": 0.0259552001953125,
            "words": [
                {
                    "start": 76.59,
                    "end": 77.19,
                    "word": " Also",
                    "probability": 0.8994140625
                },
                {
                    "start": 77.19,
                    "end": 77.43,
                    "word": ",",
                    "probability": 0.78857421875
                },
                {
                    "start": 77.43,
                    "end": 77.57,
                    "word": " I'm",
                    "probability": 0.975341796875
                },
                {
                    "start": 77.69,
                    "end": 77.91,
                    "word": " a student",
                    "probability": 0.8271484375
                },
                {
                    "start": 77.91,
                    "end": 78.13,
                    "word": " at",
                    "probability": 0.88427734375
                },
                {
                    "start": 78.13,
                    "end": 78.37,
                    "word": " the",
                    "probability": 0.82080078125
                },
                {
                    "start": 78.37,
                    "end": 78.59,
                    "word": " SANS",
                    "probability": 0.84375
                },
                {
                    "start": 78.59,
                    "end": 79.11,
                    "word": " Technology",
                    "probability": 0.7412109375
                },
                {
                    "start": 79.11,
                    "end": 79.49,
                    "word": " Institute",
                    "probability": 0.89404296875
                },
                {
                    "start": 79.49,
                    "end": 79.93,
                    "word": " working",
                    "probability": 0.552734375
                },
                {
                    "start": 79.93,
                    "end": 80.11,
                    "word": " on",
                    "probability": 0.90869140625
                },
                {
                    "start": 80.11,
                    "end": 80.29,
                    "word": " my",
                    "probability": 0.90771484375
                }
            ]
        },
        {
            "id": 15,
            "seek": 8030,
            "start": 80.29,
            "end": 86.21,
            "text": " master's degree. Huge shout out to my faculty research advisor, but I'm not",
            "tokens": [
                50902,
                4505,
                311,
                4314,
                13,
                37043,
                8043,
                484,
                281,
                452,
                6389,
                2132,
                19161,
                11,
                457,
                286,
                478,
                406,
                51198
            ],
            "temperature": 0.0,
            "avg_logprob": -0.24541666189829509,
            "compression_ratio": 1.4271844660194175,
            "no_speech_prob": 0.0259552001953125,
            "words": [
                {
                    "start": 80.29,
                    "end": 80.73,
                    "word": " master's",
                    "probability": 0.7327880859375
                },
                {
                    "start": 80.73,
                    "end": 81.01,
                    "word": " degree",
                    "probability": 0.884765625
                },
                {
                    "start": 81.01,
                    "end": 81.65,
                    "word": ".",
                    "probability": 0.95556640625
                },
                {
                    "start": 82.29,
                    "end": 82.93,
                    "word": " Huge",
                    "probability": 0.57421875
                },
                {
                    "start": 82.93,
                    "end": 83.19,
                    "word": " shout",
                    "probability": 0.81298828125
                },
                {
                    "start": 83.19,
                    "end": 83.37,
                    "word": " out",
                    "probability": 0.54833984375
                },
                {
                    "start": 83.37,
                    "end": 83.61,
                    "word": " to",
                    "probability": 0.9052734375
                },
                {
                    "start": 83.61,
                    "end": 83.93,
                    "word": " my",
                    "probability": 0.89111328125
                },
                {
                    "start": 83.93,
                    "end": 84.27,
                    "word": " faculty",
                    "probability": 0.70849609375
                },
                {
                    "start": 84.27,
                    "end": 84.73,
                    "word": " research",
                    "probability": 0.76318359375
                },
                {
                    "start": 84.73,
                    "end": 85.11,
                    "word": " advisor",
                    "probability": 0.732421875
                },
                {
                    "start": 85.11,
                    "end": 85.49,
                    "word": ",",
                    "probability": 0.85205078125
                },
                {
                    "start": 85.49,
                    "end": 85.81,
                    "word": " but",
                    "probability": 0.89306640625
                },
                {
                    "start": 85.81,
                    "end": 86.01,
                    "word": " I'm",
                    "probability": 0.98291015625
                },
                {
                    "start": 86.01,
                    "end": 86.21,
                    "word": " not",
                    "probability": 0.90576171875
                }
            ]
        },
        {
            "id": 16,
            "seek": 8030,
            "start": 86.21,
            "end": 92.55,
            "text": " speaking for her or SANS today either. And lastly, big thank you to my wife",
            "tokens": [
                51198,
                4124,
                337,
                720,
                420,
                318,
                25711,
                965,
                2139,
                13,
                400,
                16386,
                11,
                955,
                1309,
                291,
                281,
                452,
                3836,
                51514
            ],
            "temperature": 0.0,
            "avg_logprob": -0.24541666189829509,
            "compression_ratio": 1.4271844660194175,
            "no_speech_prob": 0.0259552001953125,
            "words": [
                {
                    "start": 86.21,
                    "end": 86.45,
                    "word": " speaking",
                    "probability": 0.80419921875
                },
                {
                    "start": 86.45,
                    "end": 86.77,
                    "word": " for",
                    "probability": 0.8984375
                },
                {
                    "start": 86.77,
                    "end": 87.13,
                    "word": " her",
                    "probability": 0.8876953125
                },
                {
                    "start": 87.13,
                    "end": 87.83,
                    "word": " or",
                    "probability": 0.87353515625
                },
                {
                    "start": 87.83,
                    "end": 88.39,
                    "word": " SANS",
                    "probability": 0.898681640625
                },
                {
                    "start": 88.39,
                    "end": 88.87,
                    "word": " today",
                    "probability": 0.771484375
                },
                {
                    "start": 88.87,
                    "end": 89.25,
                    "word": " either",
                    "probability": 0.72314453125
                },
                {
                    "start": 89.25,
                    "end": 89.89,
                    "word": ".",
                    "probability": 0.916015625
                },
                {
                    "start": 89.97,
                    "end": 90.13,
                    "word": " And",
                    "probability": 0.845703125
                },
                {
                    "start": 90.13,
                    "end": 90.53,
                    "word": " lastly",
                    "probability": 0.806640625
                },
                {
                    "start": 90.53,
                    "end": 91.01,
                    "word": ",",
                    "probability": 0.95263671875
                },
                {
                    "start": 91.01,
                    "end": 91.73,
                    "word": " big",
                    "probability": 0.8115234375
                },
                {
                    "start": 91.73,
                    "end": 91.95,
                    "word": " thank",
                    "probability": 0.79833984375
                },
                {
                    "start": 91.95,
                    "end": 92.05,
                    "word": " you",
                    "probability": 0.89208984375
                },
                {
                    "start": 92.05,
                    "end": 92.17,
                    "word": " to",
                    "probability": 0.9111328125
                },
                {
                    "start": 92.17,
                    "end": 92.31,
                    "word": " my",
                    "probability": 0.91455078125
                },
                {
                    "start": 92.31,
                    "end": 92.55,
                    "word": " wife",
                    "probability": 0.84375
                }
            ]
        },
        {
            "id": 17,
            "seek": 10584,
            "start": 92.55,
            "end": 97.15,
            "text": " Madeline. Once again, not speaking for her in this presentation today.",
            "tokens": [
                50364,
                5326,
                5440,
                13,
                3443,
                797,
                11,
                406,
                4124,
                337,
                720,
                294,
                341,
                5860,
                965,
                13,
                50692
            ],
            "temperature": 0.0,
            "avg_logprob": -0.2999588749126384,
            "compression_ratio": 1.4354066985645932,
            "no_speech_prob": 0.1441650390625,
            "words": [
                {
                    "start": 92.55,
                    "end": 93.03,
                    "word": " Madeline",
                    "probability": 0.471435546875
                },
                {
                    "start": 93.03,
                    "end": 93.61,
                    "word": ".",
                    "probability": 0.1898193359375
                },
                {
                    "start": 93.61,
                    "end": 93.83,
                    "word": " Once",
                    "probability": 0.818359375
                },
                {
                    "start": 93.83,
                    "end": 94.15,
                    "word": " again",
                    "probability": 0.92138671875
                },
                {
                    "start": 94.15,
                    "end": 94.27,
                    "word": ",",
                    "probability": 0.73388671875
                },
                {
                    "start": 94.27,
                    "end": 94.79,
                    "word": " not",
                    "probability": 0.8681640625
                },
                {
                    "start": 94.79,
                    "end": 95.09,
                    "word": " speaking",
                    "probability": 0.80615234375
                },
                {
                    "start": 95.09,
                    "end": 95.29,
                    "word": " for",
                    "probability": 0.89111328125
                },
                {
                    "start": 95.29,
                    "end": 95.43,
                    "word": " her",
                    "probability": 0.90869140625
                },
                {
                    "start": 95.43,
                    "end": 95.55,
                    "word": " in",
                    "probability": 0.89697265625
                },
                {
                    "start": 95.55,
                    "end": 95.69,
                    "word": " this",
                    "probability": 0.8759765625
                },
                {
                    "start": 95.69,
                    "end": 96.17,
                    "word": " presentation",
                    "probability": 0.76318359375
                },
                {
                    "start": 96.17,
                    "end": 96.51,
                    "word": " today",
                    "probability": 0.7880859375
                },
                {
                    "start": 96.51,
                    "end": 97.15,
                    "word": ".",
                    "probability": 0.9736328125
                }
            ]
        },
        {
            "id": 18,
            "seek": 10584,
            "start": 98.91,
            "end": 106.13,
            "text": " So who am I? I'm Philip and professionally I really enjoy the intersection of",
            "tokens": [
                50692,
                407,
                567,
                669,
                286,
                30,
                286,
                478,
                21144,
                293,
                27941,
                286,
                534,
                2103,
                264,
                15236,
                295,
                51032
            ],
            "temperature": 0.0,
            "avg_logprob": -0.2999588749126384,
            "compression_ratio": 1.4354066985645932,
            "no_speech_prob": 0.1441650390625,
            "words": [
                {
                    "start": 98.91,
                    "end": 99.23,
                    "word": " So",
                    "probability": 0.83251953125
                },
                {
                    "start": 99.23,
                    "end": 99.49,
                    "word": " who",
                    "probability": 0.48193359375
                },
                {
                    "start": 99.49,
                    "end": 99.69,
                    "word": " am",
                    "probability": 0.9033203125
                },
                {
                    "start": 99.69,
                    "end": 99.91,
                    "word": " I",
                    "probability": 0.98681640625
                },
                {
                    "start": 99.91,
                    "end": 100.07,
                    "word": "?",
                    "probability": 0.9638671875
                },
                {
                    "start": 100.07,
                    "end": 100.47,
                    "word": " I'm",
                    "probability": 0.982666015625
                },
                {
                    "start": 100.47,
                    "end": 100.71,
                    "word": " Philip",
                    "probability": 0.424560546875
                },
                {
                    "start": 100.71,
                    "end": 101.87,
                    "word": " and",
                    "probability": 0.261474609375
                },
                {
                    "start": 101.87,
                    "end": 102.47,
                    "word": " professionally",
                    "probability": 0.59814453125
                },
                {
                    "start": 102.47,
                    "end": 103.91,
                    "word": " I",
                    "probability": 0.5673828125
                },
                {
                    "start": 103.91,
                    "end": 104.23,
                    "word": " really",
                    "probability": 0.7734375
                },
                {
                    "start": 104.23,
                    "end": 104.67,
                    "word": " enjoy",
                    "probability": 0.7841796875
                },
                {
                    "start": 104.67,
                    "end": 104.91,
                    "word": " the",
                    "probability": 0.818359375
                },
                {
                    "start": 104.91,
                    "end": 105.37,
                    "word": " intersection",
                    "probability": 0.56298828125
                },
                {
                    "start": 105.37,
                    "end": 106.13,
                    "word": " of",
                    "probability": 0.9111328125
                }
            ]
        },
        {
            "id": 19,
            "seek": 10584,
            "start": 106.13,
            "end": 112.15,
            "text": " security and DevOps. Yes, you can call it DevSecOps if you want. I don't really",
            "tokens": [
                51032,
                3825,
                293,
                43051,
                13,
                1079,
                11,
                291,
                393,
                818,
                309,
                9096,
                29511,
                36179,
                498,
                291,
                528,
                13,
                286,
                500,
                380,
                534,
                51344
            ],
            "temperature": 0.0,
            "avg_logprob": -0.2999588749126384,
            "compression_ratio": 1.4354066985645932,
            "no_speech_prob": 0.1441650390625,
            "words": [
                {
                    "start": 106.13,
                    "end": 106.75,
                    "word": " security",
                    "probability": 0.919921875
                },
                {
                    "start": 106.75,
                    "end": 107.41,
                    "word": " and",
                    "probability": 0.89794921875
                },
                {
                    "start": 107.41,
                    "end": 107.89,
                    "word": " DevOps",
                    "probability": 0.67529296875
                },
                {
                    "start": 107.89,
                    "end": 108.53,
                    "word": ".",
                    "probability": 0.97216796875
                },
                {
                    "start": 108.73,
                    "end": 109.17,
                    "word": " Yes",
                    "probability": 0.88623046875
                },
                {
                    "start": 109.17,
                    "end": 109.31,
                    "word": ",",
                    "probability": 0.80029296875
                },
                {
                    "start": 109.31,
                    "end": 109.47,
                    "word": " you",
                    "probability": 0.892578125
                },
                {
                    "start": 109.47,
                    "end": 109.59,
                    "word": " can",
                    "probability": 0.8916015625
                },
                {
                    "start": 109.59,
                    "end": 109.77,
                    "word": " call",
                    "probability": 0.8154296875
                },
                {
                    "start": 109.77,
                    "end": 109.85,
                    "word": " it",
                    "probability": 0.9013671875
                },
                {
                    "start": 109.85,
                    "end": 110.41,
                    "word": " DevSecOps",
                    "probability": 0.9153645833333334
                },
                {
                    "start": 110.41,
                    "end": 110.59,
                    "word": " if",
                    "probability": 0.8740234375
                },
                {
                    "start": 110.59,
                    "end": 110.71,
                    "word": " you",
                    "probability": 0.89599609375
                },
                {
                    "start": 110.71,
                    "end": 110.93,
                    "word": " want",
                    "probability": 0.82177734375
                },
                {
                    "start": 110.93,
                    "end": 111.57,
                    "word": ".",
                    "probability": 0.6513671875
                },
                {
                    "start": 111.59,
                    "end": 111.79,
                    "word": " I",
                    "probability": 0.998046875
                },
                {
                    "start": 111.79,
                    "end": 111.91,
                    "word": " don't",
                    "probability": 0.942138671875
                },
                {
                    "start": 111.91,
                    "end": 112.15,
                    "word": " really",
                    "probability": 0.77490234375
                }
            ]
        },
        {
            "id": 20,
            "seek": 10584,
            "start": 112.15,
            "end": 118.09,
            "text": " care either way. I wrote my first vulnerable code in elementary school.",
            "tokens": [
                51344,
                1127,
                2139,
                636,
                13,
                286,
                4114,
                452,
                700,
                10955,
                3089,
                294,
                16429,
                1395,
                13,
                51624
            ],
            "temperature": 0.0,
            "avg_logprob": -0.2999588749126384,
            "compression_ratio": 1.4354066985645932,
            "no_speech_prob": 0.1441650390625,
            "words": [
                {
                    "start": 112.15,
                    "end": 112.37,
                    "word": " care",
                    "probability": 0.80419921875
                },
                {
                    "start": 112.37,
                    "end": 112.61,
                    "word": " either",
                    "probability": 0.8115234375
                },
                {
                    "start": 112.61,
                    "end": 112.89,
                    "word": " way",
                    "probability": 0.8984375
                },
                {
                    "start": 112.89,
                    "end": 113.53,
                    "word": ".",
                    "probability": 0.98388671875
                },
                {
                    "start": 113.99,
                    "end": 114.53,
                    "word": " I",
                    "probability": 0.98974609375
                },
                {
                    "start": 114.53,
                    "end": 114.89,
                    "word": " wrote",
                    "probability": 0.77783203125
                },
                {
                    "start": 114.89,
                    "end": 115.09,
                    "word": " my",
                    "probability": 0.90380859375
                },
                {
                    "start": 115.09,
                    "end": 115.35,
                    "word": " first",
                    "probability": 0.8037109375
                },
                {
                    "start": 115.35,
                    "end": 115.91,
                    "word": " vulnerable",
                    "probability": 0.76806640625
                },
                {
                    "start": 115.91,
                    "end": 116.51,
                    "word": " code",
                    "probability": 0.8330078125
                },
                {
                    "start": 116.51,
                    "end": 116.79,
                    "word": " in",
                    "probability": 0.90625
                },
                {
                    "start": 116.79,
                    "end": 117.19,
                    "word": " elementary",
                    "probability": 0.841796875
                },
                {
                    "start": 117.19,
                    "end": 117.55,
                    "word": " school",
                    "probability": 0.91796875
                },
                {
                    "start": 117.55,
                    "end": 118.09,
                    "word": ".",
                    "probability": 0.9482421875
                }
            ]
        },
        {
            "id": 21,
            "seek": 13156,
            "start": 118.09,
            "end": 123.97,
            "text": " I was writing a blogging platform for my family and right in there, because I",
            "tokens": [
                50366,
                286,
                390,
                3579,
                257,
                6968,
                3249,
                3663,
                337,
                452,
                1605,
                293,
                558,
                294,
                456,
                11,
                570,
                286,
                50658
            ],
            "temperature": 0.0,
            "avg_logprob": -0.2457540807840617,
            "compression_ratio": 1.51417004048583,
            "no_speech_prob": 0.05419921875,
            "words": [
                {
                    "start": 118.09,
                    "end": 118.19,
                    "word": " I",
                    "probability": 0.98828125
                },
                {
                    "start": 118.19,
                    "end": 118.37,
                    "word": " was",
                    "probability": 0.8935546875
                },
                {
                    "start": 118.37,
                    "end": 118.71,
                    "word": " writing",
                    "probability": 0.8720703125
                },
                {
                    "start": 119.33,
                    "end": 120.39,
                    "word": " a blogging",
                    "probability": 0.924560546875
                },
                {
                    "start": 120.39,
                    "end": 120.85,
                    "word": " platform",
                    "probability": 0.83154296875
                },
                {
                    "start": 120.85,
                    "end": 121.09,
                    "word": " for",
                    "probability": 0.8974609375
                },
                {
                    "start": 121.09,
                    "end": 121.27,
                    "word": " my",
                    "probability": 0.90673828125
                },
                {
                    "start": 121.27,
                    "end": 121.63,
                    "word": " family",
                    "probability": 0.8115234375
                },
                {
                    "start": 121.63,
                    "end": 122.55,
                    "word": " and",
                    "probability": 0.316162109375
                },
                {
                    "start": 122.55,
                    "end": 123.33,
                    "word": " right",
                    "probability": 0.81201171875
                },
                {
                    "start": 123.33,
                    "end": 123.49,
                    "word": " in",
                    "probability": 0.90283203125
                },
                {
                    "start": 123.49,
                    "end": 123.67,
                    "word": " there",
                    "probability": 0.8525390625
                },
                {
                    "start": 123.67,
                    "end": 123.75,
                    "word": ",",
                    "probability": 0.60009765625
                },
                {
                    "start": 123.75,
                    "end": 123.87,
                    "word": " because",
                    "probability": 0.5537109375
                },
                {
                    "start": 123.87,
                    "end": 123.97,
                    "word": " I",
                    "probability": 0.99609375
                }
            ]
        },
        {
            "id": 22,
            "seek": 13156,
            "start": 123.97,
            "end": 128.27,
            "text": " didn't know any better, put a SQL injection vulnerability. That was a big",
            "tokens": [
                50658,
                994,
                380,
                458,
                604,
                1101,
                11,
                829,
                257,
                19200,
                22873,
                24210,
                13,
                663,
                390,
                257,
                955,
                50874
            ],
            "temperature": 0.0,
            "avg_logprob": -0.2457540807840617,
            "compression_ratio": 1.51417004048583,
            "no_speech_prob": 0.05419921875,
            "words": [
                {
                    "start": 123.97,
                    "end": 124.11,
                    "word": " didn't",
                    "probability": 0.925537109375
                },
                {
                    "start": 124.11,
                    "end": 124.29,
                    "word": " know",
                    "probability": 0.8251953125
                },
                {
                    "start": 124.29,
                    "end": 124.47,
                    "word": " any",
                    "probability": 0.80810546875
                },
                {
                    "start": 124.47,
                    "end": 124.71,
                    "word": " better",
                    "probability": 0.82568359375
                },
                {
                    "start": 124.71,
                    "end": 125.51,
                    "word": ",",
                    "probability": 0.859375
                },
                {
                    "start": 125.51,
                    "end": 125.77,
                    "word": " put",
                    "probability": 0.85595703125
                },
                {
                    "start": 126.01,
                    "end": 126.27,
                    "word": " a SQL",
                    "probability": 0.81591796875
                },
                {
                    "start": 126.27,
                    "end": 126.63,
                    "word": " injection",
                    "probability": 0.6904296875
                },
                {
                    "start": 126.63,
                    "end": 127.11,
                    "word": " vulnerability",
                    "probability": 0.8642578125
                },
                {
                    "start": 127.11,
                    "end": 127.63,
                    "word": ".",
                    "probability": 0.9755859375
                },
                {
                    "start": 127.75,
                    "end": 127.95,
                    "word": " That",
                    "probability": 0.65185546875
                },
                {
                    "start": 127.95,
                    "end": 128.05,
                    "word": " was",
                    "probability": 0.89208984375
                },
                {
                    "start": 128.15,
                    "end": 128.27,
                    "word": " a big",
                    "probability": 0.90283203125
                }
            ]
        },
        {
            "id": 23,
            "seek": 13156,
            "start": 128.27,
            "end": 134.17,
            "text": " surprise for them when they found out we've been hacked because of that. I",
            "tokens": [
                50874,
                6365,
                337,
                552,
                562,
                436,
                1352,
                484,
                321,
                600,
                668,
                36218,
                570,
                295,
                300,
                13,
                286,
                51170
            ],
            "temperature": 0.0,
            "avg_logprob": -0.2457540807840617,
            "compression_ratio": 1.51417004048583,
            "no_speech_prob": 0.05419921875,
            "words": [
                {
                    "start": 128.27,
                    "end": 128.69,
                    "word": " surprise",
                    "probability": 0.73291015625
                },
                {
                    "start": 128.69,
                    "end": 128.89,
                    "word": " for",
                    "probability": 0.892578125
                },
                {
                    "start": 128.89,
                    "end": 129.11,
                    "word": " them",
                    "probability": 0.7431640625
                },
                {
                    "start": 129.11,
                    "end": 129.95,
                    "word": " when",
                    "probability": 0.7890625
                },
                {
                    "start": 129.95,
                    "end": 130.13,
                    "word": " they",
                    "probability": 0.7333984375
                },
                {
                    "start": 130.13,
                    "end": 130.39,
                    "word": " found",
                    "probability": 0.876953125
                },
                {
                    "start": 130.39,
                    "end": 130.67,
                    "word": " out",
                    "probability": 0.81689453125
                },
                {
                    "start": 130.67,
                    "end": 131.31,
                    "word": " we've",
                    "probability": 0.754638671875
                },
                {
                    "start": 131.31,
                    "end": 131.45,
                    "word": " been",
                    "probability": 0.7939453125
                },
                {
                    "start": 131.45,
                    "end": 131.73,
                    "word": " hacked",
                    "probability": 0.6962890625
                },
                {
                    "start": 131.73,
                    "end": 132.07,
                    "word": " because",
                    "probability": 0.794921875
                },
                {
                    "start": 132.07,
                    "end": 132.19,
                    "word": " of",
                    "probability": 0.90673828125
                },
                {
                    "start": 132.19,
                    "end": 132.41,
                    "word": " that",
                    "probability": 0.88427734375
                },
                {
                    "start": 132.41,
                    "end": 132.93,
                    "word": ".",
                    "probability": 0.99609375
                },
                {
                    "start": 133.65,
                    "end": 134.17,
                    "word": " I",
                    "probability": 0.99365234375
                }
            ]
        },
        {
            "id": 24,
            "seek": 13156,
            "start": 134.17,
            "end": 139.03,
            "text": " first began learning to exploit applications in middle school when I",
            "tokens": [
                51170,
                700,
                4283,
                2539,
                281,
                25924,
                5821,
                294,
                2808,
                1395,
                562,
                286,
                51412
            ],
            "temperature": 0.0,
            "avg_logprob": -0.2457540807840617,
            "compression_ratio": 1.51417004048583,
            "no_speech_prob": 0.05419921875,
            "words": [
                {
                    "start": 134.17,
                    "end": 134.43,
                    "word": " first",
                    "probability": 0.81787109375
                },
                {
                    "start": 134.43,
                    "end": 134.79,
                    "word": " began",
                    "probability": 0.77978515625
                },
                {
                    "start": 134.79,
                    "end": 135.19,
                    "word": " learning",
                    "probability": 0.85400390625
                },
                {
                    "start": 135.19,
                    "end": 135.61,
                    "word": " to",
                    "probability": 0.90869140625
                },
                {
                    "start": 135.61,
                    "end": 136.47,
                    "word": " exploit",
                    "probability": 0.7421875
                },
                {
                    "start": 136.47,
                    "end": 137.59,
                    "word": " applications",
                    "probability": 0.77685546875
                },
                {
                    "start": 137.59,
                    "end": 138.19,
                    "word": " in",
                    "probability": 0.9111328125
                },
                {
                    "start": 138.19,
                    "end": 138.43,
                    "word": " middle",
                    "probability": 0.91162109375
                },
                {
                    "start": 138.43,
                    "end": 138.67,
                    "word": " school",
                    "probability": 0.921875
                },
                {
                    "start": 138.67,
                    "end": 138.91,
                    "word": " when",
                    "probability": 0.71630859375
                },
                {
                    "start": 138.91,
                    "end": 139.03,
                    "word": " I",
                    "probability": 0.998046875
                }
            ]
        },
        {
            "id": 25,
            "seek": 13156,
            "start": 139.03,
            "end": 143.81,
            "text": " received as a present the book, Hacking the Art of Exploitation. And I've been",
            "tokens": [
                51412,
                4613,
                382,
                257,
                1974,
                264,
                1446,
                11,
                389,
                14134,
                264,
                5735,
                295,
                12514,
                78,
                4614,
                13,
                400,
                286,
                600,
                668,
                51650
            ],
            "temperature": 0.0,
            "avg_logprob": -0.2457540807840617,
            "compression_ratio": 1.51417004048583,
            "no_speech_prob": 0.05419921875,
            "words": [
                {
                    "start": 139.03,
                    "end": 139.33,
                    "word": " received",
                    "probability": 0.75732421875
                },
                {
                    "start": 139.33,
                    "end": 139.49,
                    "word": " as",
                    "probability": 0.775390625
                },
                {
                    "start": 139.59,
                    "end": 139.85,
                    "word": " a present",
                    "probability": 0.77880859375
                },
                {
                    "start": 139.85,
                    "end": 140.33,
                    "word": " the",
                    "probability": 0.68896484375
                },
                {
                    "start": 140.33,
                    "end": 140.61,
                    "word": " book",
                    "probability": 0.87646484375
                },
                {
                    "start": 140.61,
                    "end": 140.91,
                    "word": ",",
                    "probability": 0.381103515625
                },
                {
                    "start": 140.91,
                    "end": 141.23,
                    "word": " Hacking",
                    "probability": 0.67529296875
                },
                {
                    "start": 141.23,
                    "end": 141.43,
                    "word": " the",
                    "probability": 0.71337890625
                },
                {
                    "start": 141.43,
                    "end": 141.59,
                    "word": " Art",
                    "probability": 0.79833984375
                },
                {
                    "start": 141.59,
                    "end": 141.69,
                    "word": " of",
                    "probability": 0.90869140625
                },
                {
                    "start": 141.69,
                    "end": 142.33,
                    "word": " Exploitation",
                    "probability": 0.9344075520833334
                },
                {
                    "start": 142.33,
                    "end": 142.85,
                    "word": ".",
                    "probability": 0.7724609375
                },
                {
                    "start": 142.95,
                    "end": 143.47,
                    "word": " And",
                    "probability": 0.7734375
                },
                {
                    "start": 143.47,
                    "end": 143.67,
                    "word": " I've",
                    "probability": 0.968017578125
                },
                {
                    "start": 143.67,
                    "end": 143.81,
                    "word": " been",
                    "probability": 0.8037109375
                }
            ]
        },
        {
            "id": 26,
            "seek": 15948,
            "start": 143.81,
            "end": 150.13,
            "text": " involved in application security one way or another ever since then. Today is",
            "tokens": [
                50364,
                3288,
                294,
                3861,
                3825,
                472,
                636,
                420,
                1071,
                1562,
                1670,
                550,
                13,
                2692,
                307,
                50680
            ],
            "temperature": 0.0,
            "avg_logprob": -0.21496709898898475,
            "compression_ratio": 1.5217391304347827,
            "no_speech_prob": 0.204345703125,
            "words": [
                {
                    "start": 143.81,
                    "end": 144.27,
                    "word": " involved",
                    "probability": 0.64892578125
                },
                {
                    "start": 144.27,
                    "end": 144.75,
                    "word": " in",
                    "probability": 0.9033203125
                },
                {
                    "start": 144.75,
                    "end": 145.25,
                    "word": " application",
                    "probability": 0.75
                },
                {
                    "start": 145.25,
                    "end": 145.73,
                    "word": " security",
                    "probability": 0.92431640625
                },
                {
                    "start": 145.73,
                    "end": 146.09,
                    "word": " one",
                    "probability": 0.7470703125
                },
                {
                    "start": 146.09,
                    "end": 146.29,
                    "word": " way",
                    "probability": 0.8994140625
                },
                {
                    "start": 146.29,
                    "end": 146.43,
                    "word": " or",
                    "probability": 0.900390625
                },
                {
                    "start": 146.43,
                    "end": 146.77,
                    "word": " another",
                    "probability": 0.8310546875
                },
                {
                    "start": 146.77,
                    "end": 147.13,
                    "word": " ever",
                    "probability": 0.75146484375
                },
                {
                    "start": 147.13,
                    "end": 147.41,
                    "word": " since",
                    "probability": 0.80859375
                },
                {
                    "start": 147.41,
                    "end": 147.71,
                    "word": " then",
                    "probability": 0.70361328125
                },
                {
                    "start": 147.71,
                    "end": 148.31,
                    "word": ".",
                    "probability": 0.97119140625
                },
                {
                    "start": 149.33,
                    "end": 149.93,
                    "word": " Today",
                    "probability": 0.83154296875
                },
                {
                    "start": 149.93,
                    "end": 150.13,
                    "word": " is",
                    "probability": 0.6123046875
                }
            ]
        },
        {
            "id": 27,
            "seek": 15948,
            "start": 150.13,
            "end": 156.57,
            "text": " my first time as a DEF CON speaker, and I'm super excited to be here. And one of",
            "tokens": [
                50680,
                452,
                700,
                565,
                382,
                257,
                10113,
                37,
                16596,
                8145,
                11,
                293,
                286,
                478,
                1687,
                2919,
                281,
                312,
                510,
                13,
                400,
                472,
                295,
                51002
            ],
            "temperature": 0.0,
            "avg_logprob": -0.21496709898898475,
            "compression_ratio": 1.5217391304347827,
            "no_speech_prob": 0.204345703125,
            "words": [
                {
                    "start": 150.13,
                    "end": 150.33,
                    "word": " my",
                    "probability": 0.904296875
                },
                {
                    "start": 150.33,
                    "end": 150.69,
                    "word": " first",
                    "probability": 0.81201171875
                },
                {
                    "start": 150.69,
                    "end": 151.05,
                    "word": " time",
                    "probability": 0.8115234375
                },
                {
                    "start": 151.05,
                    "end": 151.21,
                    "word": " as",
                    "probability": 0.9052734375
                },
                {
                    "start": 151.33,
                    "end": 151.53,
                    "word": " a DEF",
                    "probability": 0.710205078125
                },
                {
                    "start": 151.53,
                    "end": 151.71,
                    "word": " CON",
                    "probability": 0.8896484375
                },
                {
                    "start": 151.71,
                    "end": 152.05,
                    "word": " speaker",
                    "probability": 0.74072265625
                },
                {
                    "start": 152.05,
                    "end": 152.27,
                    "word": ",",
                    "probability": 0.587890625
                },
                {
                    "start": 152.27,
                    "end": 152.37,
                    "word": " and",
                    "probability": 0.89453125
                },
                {
                    "start": 152.37,
                    "end": 152.63,
                    "word": " I'm",
                    "probability": 0.97998046875
                },
                {
                    "start": 152.63,
                    "end": 153.09,
                    "word": " super",
                    "probability": 0.8759765625
                },
                {
                    "start": 153.09,
                    "end": 153.47,
                    "word": " excited",
                    "probability": 0.87939453125
                },
                {
                    "start": 153.47,
                    "end": 153.65,
                    "word": " to",
                    "probability": 0.9072265625
                },
                {
                    "start": 153.65,
                    "end": 153.79,
                    "word": " be",
                    "probability": 0.9072265625
                },
                {
                    "start": 153.79,
                    "end": 154.03,
                    "word": " here",
                    "probability": 0.81689453125
                },
                {
                    "start": 154.03,
                    "end": 154.63,
                    "word": ".",
                    "probability": 0.96044921875
                },
                {
                    "start": 155.07,
                    "end": 155.67,
                    "word": " And",
                    "probability": 0.7822265625
                },
                {
                    "start": 155.67,
                    "end": 156.47,
                    "word": " one",
                    "probability": 0.80517578125
                },
                {
                    "start": 156.47,
                    "end": 156.57,
                    "word": " of",
                    "probability": 0.9072265625
                }
            ]
        },
        {
            "id": 28,
            "seek": 15948,
            "start": 156.57,
            "end": 161.69,
            "text": " the things I really enjoy is being able to learn through hacking. And you'll see",
            "tokens": [
                51002,
                264,
                721,
                286,
                534,
                2103,
                307,
                885,
                1075,
                281,
                1466,
                807,
                31422,
                13,
                400,
                291,
                603,
                536,
                51258
            ],
            "temperature": 0.0,
            "avg_logprob": -0.21496709898898475,
            "compression_ratio": 1.5217391304347827,
            "no_speech_prob": 0.204345703125,
            "words": [
                {
                    "start": 156.57,
                    "end": 156.69,
                    "word": " the",
                    "probability": 0.8115234375
                },
                {
                    "start": 156.69,
                    "end": 156.91,
                    "word": " things",
                    "probability": 0.73486328125
                },
                {
                    "start": 156.91,
                    "end": 157.15,
                    "word": " I",
                    "probability": 0.99853515625
                },
                {
                    "start": 157.15,
                    "end": 157.45,
                    "word": " really",
                    "probability": 0.779296875
                },
                {
                    "start": 157.45,
                    "end": 157.95,
                    "word": " enjoy",
                    "probability": 0.78076171875
                },
                {
                    "start": 157.95,
                    "end": 158.45,
                    "word": " is",
                    "probability": 0.89697265625
                },
                {
                    "start": 158.45,
                    "end": 158.87,
                    "word": " being",
                    "probability": 0.8896484375
                },
                {
                    "start": 158.87,
                    "end": 159.07,
                    "word": " able",
                    "probability": 0.8916015625
                },
                {
                    "start": 159.07,
                    "end": 159.25,
                    "word": " to",
                    "probability": 0.904296875
                },
                {
                    "start": 159.25,
                    "end": 159.57,
                    "word": " learn",
                    "probability": 0.912109375
                },
                {
                    "start": 159.57,
                    "end": 159.85,
                    "word": " through",
                    "probability": 0.806640625
                },
                {
                    "start": 159.85,
                    "end": 160.23,
                    "word": " hacking",
                    "probability": 0.72265625
                },
                {
                    "start": 160.23,
                    "end": 160.69,
                    "word": ".",
                    "probability": 0.75537109375
                },
                {
                    "start": 160.69,
                    "end": 161.23,
                    "word": " And",
                    "probability": 0.87841796875
                },
                {
                    "start": 161.23,
                    "end": 161.47,
                    "word": " you'll",
                    "probability": 0.92431640625
                },
                {
                    "start": 161.47,
                    "end": 161.69,
                    "word": " see",
                    "probability": 0.80908203125
                }
            ]
        },
        {
            "id": 29,
            "seek": 15948,
            "start": 161.87,
            "end": 165.77,
            "text": " a flavor of that throughout this presentation as we take both the",
            "tokens": [
                51258,
                257,
                6813,
                295,
                300,
                3710,
                341,
                5860,
                382,
                321,
                747,
                1293,
                264,
                51462
            ],
            "temperature": 0.0,
            "avg_logprob": -0.21496709898898475,
            "compression_ratio": 1.5217391304347827,
            "no_speech_prob": 0.204345703125,
            "words": [
                {
                    "start": 161.87,
                    "end": 162.21,
                    "word": " a flavor",
                    "probability": 0.81103515625
                },
                {
                    "start": 162.21,
                    "end": 162.43,
                    "word": " of",
                    "probability": 0.90283203125
                },
                {
                    "start": 162.43,
                    "end": 162.61,
                    "word": " that",
                    "probability": 0.87939453125
                },
                {
                    "start": 162.61,
                    "end": 162.83,
                    "word": " throughout",
                    "probability": 0.77099609375
                },
                {
                    "start": 162.83,
                    "end": 163.09,
                    "word": " this",
                    "probability": 0.88330078125
                },
                {
                    "start": 163.09,
                    "end": 163.63,
                    "word": " presentation",
                    "probability": 0.77294921875
                },
                {
                    "start": 163.63,
                    "end": 164.11,
                    "word": " as",
                    "probability": 0.65966796875
                },
                {
                    "start": 164.11,
                    "end": 164.49,
                    "word": " we",
                    "probability": 0.89453125
                },
                {
                    "start": 164.49,
                    "end": 165.29,
                    "word": " take",
                    "probability": 0.7294921875
                },
                {
                    "start": 165.29,
                    "end": 165.59,
                    "word": " both",
                    "probability": 0.82568359375
                },
                {
                    "start": 165.59,
                    "end": 165.77,
                    "word": " the",
                    "probability": 0.81787109375
                }
            ]
        },
        {
            "id": 30,
            "seek": 15948,
            "start": 165.77,
            "end": 174.92,
            "text": " attacker and the defender point of view. So if you're not already on board, why",
            "tokens": [
                51462,
                35871,
                293,
                264,
                26537,
                935,
                295,
                1910,
                13,
                407,
                498,
                291,
                434,
                406,
                1217,
                322,
                3150,
                11,
                983,
                51760
            ],
            "temperature": 0.0,
            "avg_logprob": -0.21496709898898475,
            "compression_ratio": 1.5217391304347827,
            "no_speech_prob": 0.204345703125,
            "words": [
                {
                    "start": 165.77,
                    "end": 166.17,
                    "word": " attacker",
                    "probability": 0.77587890625
                },
                {
                    "start": 166.17,
                    "end": 166.51,
                    "word": " and",
                    "probability": 0.89306640625
                },
                {
                    "start": 166.51,
                    "end": 166.67,
                    "word": " the",
                    "probability": 0.80224609375
                },
                {
                    "start": 166.67,
                    "end": 166.97,
                    "word": " defender",
                    "probability": 0.765625
                },
                {
                    "start": 166.97,
                    "end": 167.29,
                    "word": " point",
                    "probability": 0.8349609375
                },
                {
                    "start": 167.29,
                    "end": 167.45,
                    "word": " of",
                    "probability": 0.904296875
                },
                {
                    "start": 167.45,
                    "end": 167.63,
                    "word": " view",
                    "probability": 0.7783203125
                },
                {
                    "start": 167.63,
                    "end": 168.23,
                    "word": ".",
                    "probability": 0.99853515625
                },
                {
                    "start": 172.2,
                    "end": 172.8,
                    "word": " So",
                    "probability": 0.90234375
                },
                {
                    "start": 172.8,
                    "end": 173.0,
                    "word": " if",
                    "probability": 0.78857421875
                },
                {
                    "start": 173.0,
                    "end": 173.1,
                    "word": " you're",
                    "probability": 0.921875
                },
                {
                    "start": 173.1,
                    "end": 173.26,
                    "word": " not",
                    "probability": 0.888671875
                },
                {
                    "start": 173.26,
                    "end": 173.52,
                    "word": " already",
                    "probability": 0.82763671875
                },
                {
                    "start": 173.52,
                    "end": 173.74,
                    "word": " on",
                    "probability": 0.84033203125
                },
                {
                    "start": 173.74,
                    "end": 174.06,
                    "word": " board",
                    "probability": 0.8203125
                },
                {
                    "start": 174.06,
                    "end": 174.56,
                    "word": ",",
                    "probability": 0.986328125
                },
                {
                    "start": 174.56,
                    "end": 174.92,
                    "word": " why",
                    "probability": 0.8115234375
                }
            ]
        },
        {
            "id": 31,
            "seek": 18848,
            "start": 174.92,
            "end": 182.68,
            "text": " should I care about DevOps? Well, for one, you probably don't have any choice. If",
            "tokens": [
                50364,
                820,
                286,
                1127,
                466,
                43051,
                30,
                1042,
                11,
                337,
                472,
                11,
                291,
                1391,
                500,
                380,
                362,
                604,
                3922,
                13,
                759,
                50744
            ],
            "temperature": 0.0,
            "avg_logprob": -0.2680027290530827,
            "compression_ratio": 1.641350210970464,
            "no_speech_prob": 0.048126220703125,
            "words": [
                {
                    "start": 174.92,
                    "end": 175.12,
                    "word": " should",
                    "probability": 0.10174560546875
                },
                {
                    "start": 175.12,
                    "end": 175.28,
                    "word": " I",
                    "probability": 0.95458984375
                },
                {
                    "start": 175.28,
                    "end": 175.48,
                    "word": " care",
                    "probability": 0.81298828125
                },
                {
                    "start": 175.48,
                    "end": 175.72,
                    "word": " about",
                    "probability": 0.8232421875
                },
                {
                    "start": 175.72,
                    "end": 176.04,
                    "word": " DevOps",
                    "probability": 0.87841796875
                },
                {
                    "start": 176.04,
                    "end": 176.6,
                    "word": "?",
                    "probability": 0.8671875
                },
                {
                    "start": 177.54,
                    "end": 178.1,
                    "word": " Well",
                    "probability": 0.72802734375
                },
                {
                    "start": 178.1,
                    "end": 178.4,
                    "word": ",",
                    "probability": 0.841796875
                },
                {
                    "start": 178.4,
                    "end": 179.34,
                    "word": " for",
                    "probability": 0.8798828125
                },
                {
                    "start": 179.34,
                    "end": 179.58,
                    "word": " one",
                    "probability": 0.83056640625
                },
                {
                    "start": 179.58,
                    "end": 179.74,
                    "word": ",",
                    "probability": 0.85791015625
                },
                {
                    "start": 179.74,
                    "end": 180.02,
                    "word": " you",
                    "probability": 0.8955078125
                },
                {
                    "start": 180.02,
                    "end": 180.44,
                    "word": " probably",
                    "probability": 0.90869140625
                },
                {
                    "start": 180.44,
                    "end": 180.74,
                    "word": " don't",
                    "probability": 0.9453125
                },
                {
                    "start": 180.74,
                    "end": 180.98,
                    "word": " have",
                    "probability": 0.88671875
                },
                {
                    "start": 180.98,
                    "end": 181.12,
                    "word": " any",
                    "probability": 0.8251953125
                },
                {
                    "start": 181.12,
                    "end": 181.56,
                    "word": " choice",
                    "probability": 0.822265625
                },
                {
                    "start": 181.56,
                    "end": 182.1,
                    "word": ".",
                    "probability": 0.9443359375
                },
                {
                    "start": 182.12,
                    "end": 182.68,
                    "word": " If",
                    "probability": 0.87841796875
                }
            ]
        },
        {
            "id": 32,
            "seek": 18848,
            "start": 182.68,
            "end": 188.04,
            "text": " you're running any kind of application, that's the way it is now. You probably",
            "tokens": [
                50744,
                291,
                434,
                2614,
                604,
                733,
                295,
                3861,
                11,
                300,
                311,
                264,
                636,
                309,
                307,
                586,
                13,
                509,
                1391,
                51026
            ],
            "temperature": 0.0,
            "avg_logprob": -0.2680027290530827,
            "compression_ratio": 1.641350210970464,
            "no_speech_prob": 0.048126220703125,
            "words": [
                {
                    "start": 182.68,
                    "end": 182.92,
                    "word": " you're",
                    "probability": 0.9228515625
                },
                {
                    "start": 182.92,
                    "end": 183.24,
                    "word": " running",
                    "probability": 0.88232421875
                },
                {
                    "start": 183.24,
                    "end": 183.7,
                    "word": " any",
                    "probability": 0.81103515625
                },
                {
                    "start": 183.7,
                    "end": 183.98,
                    "word": " kind",
                    "probability": 0.8115234375
                },
                {
                    "start": 183.98,
                    "end": 184.08,
                    "word": " of",
                    "probability": 0.9072265625
                },
                {
                    "start": 184.08,
                    "end": 184.6,
                    "word": " application",
                    "probability": 0.78125
                },
                {
                    "start": 184.6,
                    "end": 185.36,
                    "word": ",",
                    "probability": 0.89697265625
                },
                {
                    "start": 185.36,
                    "end": 185.96,
                    "word": " that's",
                    "probability": 0.931884765625
                },
                {
                    "start": 185.96,
                    "end": 186.28,
                    "word": " the",
                    "probability": 0.8134765625
                },
                {
                    "start": 186.28,
                    "end": 186.44,
                    "word": " way",
                    "probability": 0.8955078125
                },
                {
                    "start": 186.44,
                    "end": 186.6,
                    "word": " it",
                    "probability": 0.90380859375
                },
                {
                    "start": 186.6,
                    "end": 186.76,
                    "word": " is",
                    "probability": 0.9072265625
                },
                {
                    "start": 186.76,
                    "end": 187.04,
                    "word": " now",
                    "probability": 0.8544921875
                },
                {
                    "start": 187.04,
                    "end": 187.28,
                    "word": ".",
                    "probability": 0.81103515625
                },
                {
                    "start": 187.28,
                    "end": 187.42,
                    "word": " You",
                    "probability": 0.89306640625
                },
                {
                    "start": 187.42,
                    "end": 188.04,
                    "word": " probably",
                    "probability": 0.9111328125
                }
            ]
        },
        {
            "id": 33,
            "seek": 18848,
            "start": 188.04,
            "end": 194.18,
            "text": " just need to learn about it. You know, if your red team standing up command and",
            "tokens": [
                51026,
                445,
                643,
                281,
                1466,
                466,
                309,
                13,
                509,
                458,
                11,
                498,
                428,
                2182,
                1469,
                4877,
                493,
                5622,
                293,
                51330
            ],
            "temperature": 0.0,
            "avg_logprob": -0.2680027290530827,
            "compression_ratio": 1.641350210970464,
            "no_speech_prob": 0.048126220703125,
            "words": [
                {
                    "start": 188.04,
                    "end": 188.36,
                    "word": " just",
                    "probability": 0.8857421875
                },
                {
                    "start": 188.36,
                    "end": 188.52,
                    "word": " need",
                    "probability": 0.8037109375
                },
                {
                    "start": 188.52,
                    "end": 188.66,
                    "word": " to",
                    "probability": 0.90673828125
                },
                {
                    "start": 188.66,
                    "end": 188.82,
                    "word": " learn",
                    "probability": 0.9130859375
                },
                {
                    "start": 188.82,
                    "end": 189.06,
                    "word": " about",
                    "probability": 0.8203125
                },
                {
                    "start": 189.06,
                    "end": 189.28,
                    "word": " it",
                    "probability": 0.900390625
                },
                {
                    "start": 189.28,
                    "end": 189.84,
                    "word": ".",
                    "probability": 0.990234375
                },
                {
                    "start": 190.98,
                    "end": 191.08,
                    "word": " You",
                    "probability": 0.484375
                },
                {
                    "start": 191.08,
                    "end": 191.24,
                    "word": " know",
                    "probability": 0.81591796875
                },
                {
                    "start": 191.24,
                    "end": 191.38,
                    "word": ",",
                    "probability": 0.9658203125
                },
                {
                    "start": 191.38,
                    "end": 191.64,
                    "word": " if",
                    "probability": 0.9091796875
                },
                {
                    "start": 191.64,
                    "end": 191.86,
                    "word": " your",
                    "probability": 0.490966796875
                },
                {
                    "start": 191.86,
                    "end": 192.56,
                    "word": " red",
                    "probability": 0.7744140625
                },
                {
                    "start": 192.56,
                    "end": 192.9,
                    "word": " team",
                    "probability": 0.92138671875
                },
                {
                    "start": 192.9,
                    "end": 193.5,
                    "word": " standing",
                    "probability": 0.495849609375
                },
                {
                    "start": 193.5,
                    "end": 193.72,
                    "word": " up",
                    "probability": 0.884765625
                },
                {
                    "start": 193.72,
                    "end": 194.06,
                    "word": " command",
                    "probability": 0.8203125
                },
                {
                    "start": 194.06,
                    "end": 194.18,
                    "word": " and",
                    "probability": 0.85791015625
                }
            ]
        },
        {
            "id": 34,
            "seek": 18848,
            "start": 194.18,
            "end": 199.0,
            "text": " control infrastructure, helps to have DevOps. Your blue team trying to",
            "tokens": [
                51330,
                1969,
                6896,
                11,
                3665,
                281,
                362,
                43051,
                13,
                2260,
                3344,
                1469,
                1382,
                281,
                51546
            ],
            "temperature": 0.0,
            "avg_logprob": -0.2680027290530827,
            "compression_ratio": 1.641350210970464,
            "no_speech_prob": 0.048126220703125,
            "words": [
                {
                    "start": 194.18,
                    "end": 194.46,
                    "word": " control",
                    "probability": 0.66357421875
                },
                {
                    "start": 194.46,
                    "end": 195.08,
                    "word": " infrastructure",
                    "probability": 0.83544921875
                },
                {
                    "start": 195.08,
                    "end": 195.66,
                    "word": ",",
                    "probability": 0.494873046875
                },
                {
                    "start": 195.66,
                    "end": 196.7,
                    "word": " helps",
                    "probability": 0.65771484375
                },
                {
                    "start": 196.7,
                    "end": 196.84,
                    "word": " to",
                    "probability": 0.9013671875
                },
                {
                    "start": 196.84,
                    "end": 197.0,
                    "word": " have",
                    "probability": 0.8828125
                },
                {
                    "start": 197.0,
                    "end": 197.36,
                    "word": " DevOps",
                    "probability": 0.8994140625
                },
                {
                    "start": 197.36,
                    "end": 197.5,
                    "word": ".",
                    "probability": 0.490966796875
                },
                {
                    "start": 197.5,
                    "end": 197.6,
                    "word": " Your",
                    "probability": 0.75537109375
                },
                {
                    "start": 197.6,
                    "end": 197.82,
                    "word": " blue",
                    "probability": 0.9306640625
                },
                {
                    "start": 197.82,
                    "end": 198.06,
                    "word": " team",
                    "probability": 0.9130859375
                },
                {
                    "start": 198.06,
                    "end": 198.32,
                    "word": " trying",
                    "probability": 0.7509765625
                },
                {
                    "start": 198.32,
                    "end": 199.0,
                    "word": " to",
                    "probability": 0.90673828125
                }
            ]
        },
        {
            "id": 35,
            "seek": 18848,
            "start": 199.0,
            "end": 203.92,
            "text": " implement monitoring and detection helps to have DevOps. Application security",
            "tokens": [
                51546,
                4445,
                11028,
                293,
                17784,
                3665,
                281,
                362,
                43051,
                13,
                39512,
                3825,
                51844
            ],
            "temperature": 0.0,
            "avg_logprob": -0.2680027290530827,
            "compression_ratio": 1.641350210970464,
            "no_speech_prob": 0.048126220703125,
            "words": [
                {
                    "start": 199.0,
                    "end": 199.44,
                    "word": " implement",
                    "probability": 0.78955078125
                },
                {
                    "start": 199.44,
                    "end": 200.18,
                    "word": " monitoring",
                    "probability": 0.83642578125
                },
                {
                    "start": 200.18,
                    "end": 200.42,
                    "word": " and",
                    "probability": 0.890625
                },
                {
                    "start": 200.42,
                    "end": 200.76,
                    "word": " detection",
                    "probability": 0.7421875
                },
                {
                    "start": 200.76,
                    "end": 201.22,
                    "word": " helps",
                    "probability": 0.60986328125
                },
                {
                    "start": 201.22,
                    "end": 201.38,
                    "word": " to",
                    "probability": 0.90380859375
                },
                {
                    "start": 201.38,
                    "end": 201.54,
                    "word": " have",
                    "probability": 0.88330078125
                },
                {
                    "start": 201.54,
                    "end": 201.98,
                    "word": " DevOps",
                    "probability": 0.93359375
                },
                {
                    "start": 201.98,
                    "end": 202.54,
                    "word": ".",
                    "probability": 0.953125
                },
                {
                    "start": 202.78,
                    "end": 203.28,
                    "word": " Application",
                    "probability": 0.77880859375
                },
                {
                    "start": 203.28,
                    "end": 203.92,
                    "word": " security",
                    "probability": 0.88134765625
                }
            ]
        },
        {
            "id": 36,
            "seek": 21672,
            "start": 203.92,
            "end": 213.68,
            "text": " DevOps is the way of life now. And, you know, provides all these security",
            "tokens": [
                50386,
                43051,
                307,
                264,
                636,
                295,
                993,
                586,
                13,
                400,
                11,
                291,
                458,
                11,
                6417,
                439,
                613,
                3825,
                50854
            ],
            "temperature": 0.0,
            "avg_logprob": -0.27660473295160243,
            "compression_ratio": 1.6170212765957446,
            "no_speech_prob": 0.00015842914581298828,
            "words": [
                {
                    "start": 203.92,
                    "end": 205.26,
                    "word": " DevOps",
                    "probability": 0.298828125
                },
                {
                    "start": 205.26,
                    "end": 205.72,
                    "word": " is",
                    "probability": 0.88818359375
                },
                {
                    "start": 205.72,
                    "end": 206.38,
                    "word": " the",
                    "probability": 0.8017578125
                },
                {
                    "start": 206.38,
                    "end": 206.58,
                    "word": " way",
                    "probability": 0.9013671875
                },
                {
                    "start": 206.58,
                    "end": 206.74,
                    "word": " of",
                    "probability": 0.90673828125
                },
                {
                    "start": 206.74,
                    "end": 206.98,
                    "word": " life",
                    "probability": 0.8125
                },
                {
                    "start": 206.98,
                    "end": 207.34,
                    "word": " now",
                    "probability": 0.8935546875
                },
                {
                    "start": 207.34,
                    "end": 208.08,
                    "word": ".",
                    "probability": 0.46484375
                },
                {
                    "start": 209.5,
                    "end": 210.24,
                    "word": " And",
                    "probability": 0.79736328125
                },
                {
                    "start": 210.24,
                    "end": 210.38,
                    "word": ",",
                    "probability": 0.484619140625
                },
                {
                    "start": 210.38,
                    "end": 210.94,
                    "word": " you",
                    "probability": 0.85986328125
                },
                {
                    "start": 210.94,
                    "end": 211.1,
                    "word": " know",
                    "probability": 0.8115234375
                },
                {
                    "start": 211.1,
                    "end": 212.12,
                    "word": ",",
                    "probability": 0.9404296875
                },
                {
                    "start": 212.12,
                    "end": 212.9,
                    "word": " provides",
                    "probability": 0.74951171875
                },
                {
                    "start": 212.9,
                    "end": 213.12,
                    "word": " all",
                    "probability": 0.90380859375
                },
                {
                    "start": 213.12,
                    "end": 213.3,
                    "word": " these",
                    "probability": 0.64208984375
                },
                {
                    "start": 213.3,
                    "end": 213.68,
                    "word": " security",
                    "probability": 0.92724609375
                }
            ]
        },
        {
            "id": 37,
            "seek": 21672,
            "start": 213.68,
            "end": 220.52,
            "text": " benefits on top of reliability benefits and maintainability benefits for the",
            "tokens": [
                50854,
                5311,
                322,
                1192,
                295,
                24550,
                5311,
                293,
                6909,
                2310,
                5311,
                337,
                264,
                51192
            ],
            "temperature": 0.0,
            "avg_logprob": -0.27660473295160243,
            "compression_ratio": 1.6170212765957446,
            "no_speech_prob": 0.00015842914581298828,
            "words": [
                {
                    "start": 213.68,
                    "end": 214.24,
                    "word": " benefits",
                    "probability": 0.744140625
                },
                {
                    "start": 214.24,
                    "end": 214.62,
                    "word": " on",
                    "probability": 0.869140625
                },
                {
                    "start": 214.62,
                    "end": 215.16,
                    "word": " top",
                    "probability": 0.82958984375
                },
                {
                    "start": 215.16,
                    "end": 215.54,
                    "word": " of",
                    "probability": 0.9033203125
                },
                {
                    "start": 215.54,
                    "end": 216.52,
                    "word": " reliability",
                    "probability": 0.859375
                },
                {
                    "start": 216.52,
                    "end": 217.32,
                    "word": " benefits",
                    "probability": 0.734375
                },
                {
                    "start": 217.32,
                    "end": 218.12,
                    "word": " and",
                    "probability": 0.8291015625
                },
                {
                    "start": 218.12,
                    "end": 219.22,
                    "word": " maintainability",
                    "probability": 0.91015625
                },
                {
                    "start": 219.22,
                    "end": 219.68,
                    "word": " benefits",
                    "probability": 0.7568359375
                },
                {
                    "start": 219.68,
                    "end": 220.28,
                    "word": " for",
                    "probability": 0.8896484375
                },
                {
                    "start": 220.28,
                    "end": 220.52,
                    "word": " the",
                    "probability": 0.8115234375
                }
            ]
        },
        {
            "id": 38,
            "seek": 21672,
            "start": 220.52,
            "end": 228.08,
            "text": " other parts of the business. So let's take a look at a very simplified",
            "tokens": [
                51192,
                661,
                3166,
                295,
                264,
                1606,
                13,
                407,
                718,
                311,
                747,
                257,
                574,
                412,
                257,
                588,
                26335,
                51488
            ],
            "temperature": 0.0,
            "avg_logprob": -0.27660473295160243,
            "compression_ratio": 1.6170212765957446,
            "no_speech_prob": 0.00015842914581298828,
            "words": [
                {
                    "start": 220.52,
                    "end": 220.7,
                    "word": " other",
                    "probability": 0.78759765625
                },
                {
                    "start": 220.7,
                    "end": 220.98,
                    "word": " parts",
                    "probability": 0.7333984375
                },
                {
                    "start": 220.98,
                    "end": 221.1,
                    "word": " of",
                    "probability": 0.9072265625
                },
                {
                    "start": 221.1,
                    "end": 221.22,
                    "word": " the",
                    "probability": 0.80908203125
                },
                {
                    "start": 221.22,
                    "end": 221.6,
                    "word": " business",
                    "probability": 0.89306640625
                },
                {
                    "start": 221.6,
                    "end": 222.34,
                    "word": ".",
                    "probability": 0.99609375
                },
                {
                    "start": 224.76,
                    "end": 225.5,
                    "word": " So",
                    "probability": 0.8818359375
                },
                {
                    "start": 225.5,
                    "end": 225.84,
                    "word": " let's",
                    "probability": 0.827880859375
                },
                {
                    "start": 225.84,
                    "end": 226.04,
                    "word": " take",
                    "probability": 0.81201171875
                },
                {
                    "start": 226.2,
                    "end": 226.36,
                    "word": " a look",
                    "probability": 0.9150390625
                },
                {
                    "start": 226.36,
                    "end": 226.82,
                    "word": " at",
                    "probability": 0.9111328125
                },
                {
                    "start": 227.04,
                    "end": 227.6,
                    "word": " a very",
                    "probability": 0.71923828125
                },
                {
                    "start": 227.6,
                    "end": 228.08,
                    "word": " simplified",
                    "probability": 0.90673828125
                }
            ]
        },
        {
            "id": 39,
            "seek": 21672,
            "start": 228.08,
            "end": 233.92,
            "text": " environment, and let's take a look at it from the attackers point of view. We want",
            "tokens": [
                51488,
                2823,
                11,
                293,
                718,
                311,
                747,
                257,
                574,
                412,
                309,
                490,
                264,
                45129,
                935,
                295,
                1910,
                13,
                492,
                528,
                51776
            ],
            "temperature": 0.0,
            "avg_logprob": -0.27660473295160243,
            "compression_ratio": 1.6170212765957446,
            "no_speech_prob": 0.00015842914581298828,
            "words": [
                {
                    "start": 228.08,
                    "end": 228.74,
                    "word": " environment",
                    "probability": 0.7734375
                },
                {
                    "start": 228.74,
                    "end": 228.74,
                    "word": ",",
                    "probability": 0.317138671875
                },
                {
                    "start": 228.74,
                    "end": 229.3,
                    "word": " and",
                    "probability": 0.8935546875
                },
                {
                    "start": 229.3,
                    "end": 229.52,
                    "word": " let's",
                    "probability": 0.94287109375
                },
                {
                    "start": 229.52,
                    "end": 229.68,
                    "word": " take",
                    "probability": 0.80322265625
                },
                {
                    "start": 229.78,
                    "end": 229.94,
                    "word": " a look",
                    "probability": 0.9130859375
                },
                {
                    "start": 229.94,
                    "end": 230.2,
                    "word": " at",
                    "probability": 0.9052734375
                },
                {
                    "start": 230.2,
                    "end": 230.32,
                    "word": " it",
                    "probability": 0.9033203125
                },
                {
                    "start": 230.32,
                    "end": 230.72,
                    "word": " from",
                    "probability": 0.8212890625
                },
                {
                    "start": 230.72,
                    "end": 230.96,
                    "word": " the",
                    "probability": 0.80908203125
                },
                {
                    "start": 230.96,
                    "end": 231.32,
                    "word": " attackers",
                    "probability": 0.1260986328125
                },
                {
                    "start": 231.32,
                    "end": 231.68,
                    "word": " point",
                    "probability": 0.546875
                },
                {
                    "start": 231.68,
                    "end": 231.84,
                    "word": " of",
                    "probability": 0.8984375
                },
                {
                    "start": 231.84,
                    "end": 232.04,
                    "word": " view",
                    "probability": 0.7802734375
                },
                {
                    "start": 232.04,
                    "end": 232.78,
                    "word": ".",
                    "probability": 0.98046875
                },
                {
                    "start": 233.0,
                    "end": 233.74,
                    "word": " We",
                    "probability": 0.9091796875
                },
                {
                    "start": 233.74,
                    "end": 233.92,
                    "word": " want",
                    "probability": 0.7421875
                }
            ]
        },
        {
            "id": 40,
            "seek": 24598,
            "start": 233.92,
            "end": 239.3,
            "text": " to get to something on the application server. Maybe we want to steal data off",
            "tokens": [
                50364,
                281,
                483,
                281,
                746,
                322,
                264,
                3861,
                7154,
                13,
                2704,
                321,
                528,
                281,
                11009,
                1412,
                766,
                50628
            ],
            "temperature": 0.0,
            "avg_logprob": -0.22364267706871033,
            "compression_ratio": 1.676595744680851,
            "no_speech_prob": 0.08880615234375,
            "words": [
                {
                    "start": 233.92,
                    "end": 234.18,
                    "word": " to",
                    "probability": 0.15234375
                },
                {
                    "start": 234.18,
                    "end": 234.2,
                    "word": " get",
                    "probability": 0.64013671875
                },
                {
                    "start": 234.2,
                    "end": 234.42,
                    "word": " to",
                    "probability": 0.8896484375
                },
                {
                    "start": 234.42,
                    "end": 234.8,
                    "word": " something",
                    "probability": 0.7275390625
                },
                {
                    "start": 234.8,
                    "end": 235.32,
                    "word": " on",
                    "probability": 0.90234375
                },
                {
                    "start": 235.32,
                    "end": 235.5,
                    "word": " the",
                    "probability": 0.81787109375
                },
                {
                    "start": 235.5,
                    "end": 236.06,
                    "word": " application",
                    "probability": 0.7470703125
                },
                {
                    "start": 236.06,
                    "end": 236.5,
                    "word": " server",
                    "probability": 0.84326171875
                },
                {
                    "start": 236.5,
                    "end": 237.02,
                    "word": ".",
                    "probability": 0.87744140625
                },
                {
                    "start": 237.4,
                    "end": 237.92,
                    "word": " Maybe",
                    "probability": 0.9306640625
                },
                {
                    "start": 237.92,
                    "end": 238.14,
                    "word": " we",
                    "probability": 0.90625
                },
                {
                    "start": 238.14,
                    "end": 238.3,
                    "word": " want",
                    "probability": 0.76611328125
                },
                {
                    "start": 238.3,
                    "end": 238.46,
                    "word": " to",
                    "probability": 0.90625
                },
                {
                    "start": 238.46,
                    "end": 238.7,
                    "word": " steal",
                    "probability": 0.8505859375
                },
                {
                    "start": 238.7,
                    "end": 239.02,
                    "word": " data",
                    "probability": 0.8056640625
                },
                {
                    "start": 239.02,
                    "end": 239.3,
                    "word": " off",
                    "probability": 0.8095703125
                }
            ]
        },
        {
            "id": 41,
            "seek": 24598,
            "start": 239.3,
            "end": 245.8,
            "text": " of it, or maybe we just want to use the hefty server power for crypto mining.",
            "tokens": [
                50628,
                295,
                309,
                11,
                420,
                1310,
                321,
                445,
                528,
                281,
                764,
                264,
                43674,
                88,
                7154,
                1347,
                337,
                17240,
                15512,
                13,
                50966
            ],
            "temperature": 0.0,
            "avg_logprob": -0.22364267706871033,
            "compression_ratio": 1.676595744680851,
            "no_speech_prob": 0.08880615234375,
            "words": [
                {
                    "start": 239.3,
                    "end": 239.44,
                    "word": " of",
                    "probability": 0.9013671875
                },
                {
                    "start": 239.44,
                    "end": 239.72,
                    "word": " it",
                    "probability": 0.9052734375
                },
                {
                    "start": 239.72,
                    "end": 239.76,
                    "word": ",",
                    "probability": 0.51904296875
                },
                {
                    "start": 239.76,
                    "end": 240.12,
                    "word": " or",
                    "probability": 0.90673828125
                },
                {
                    "start": 240.12,
                    "end": 240.66,
                    "word": " maybe",
                    "probability": 0.85986328125
                },
                {
                    "start": 240.66,
                    "end": 240.82,
                    "word": " we",
                    "probability": 0.90673828125
                },
                {
                    "start": 240.82,
                    "end": 240.98,
                    "word": " just",
                    "probability": 0.87646484375
                },
                {
                    "start": 240.98,
                    "end": 241.12,
                    "word": " want",
                    "probability": 0.81494140625
                },
                {
                    "start": 241.12,
                    "end": 241.2,
                    "word": " to",
                    "probability": 0.9091796875
                },
                {
                    "start": 241.2,
                    "end": 241.38,
                    "word": " use",
                    "probability": 0.82861328125
                },
                {
                    "start": 241.38,
                    "end": 241.58,
                    "word": " the",
                    "probability": 0.806640625
                },
                {
                    "start": 241.58,
                    "end": 241.94,
                    "word": " hefty",
                    "probability": 0.86376953125
                },
                {
                    "start": 241.94,
                    "end": 242.2,
                    "word": " server",
                    "probability": 0.873046875
                },
                {
                    "start": 242.2,
                    "end": 242.62,
                    "word": " power",
                    "probability": 0.806640625
                },
                {
                    "start": 242.62,
                    "end": 244.24,
                    "word": " for",
                    "probability": 0.884765625
                },
                {
                    "start": 244.24,
                    "end": 244.96,
                    "word": " crypto",
                    "probability": 0.64892578125
                },
                {
                    "start": 244.96,
                    "end": 245.34,
                    "word": " mining",
                    "probability": 0.83349609375
                },
                {
                    "start": 245.34,
                    "end": 245.8,
                    "word": ".",
                    "probability": 0.97998046875
                }
            ]
        },
        {
            "id": 42,
            "seek": 24598,
            "start": 246.44,
            "end": 253.06,
            "text": " Either way, we've got three basic options. Option one is to just go straight in the",
            "tokens": [
                50966,
                13746,
                636,
                11,
                321,
                600,
                658,
                1045,
                3875,
                3956,
                13,
                29284,
                472,
                307,
                281,
                445,
                352,
                2997,
                294,
                264,
                51320
            ],
            "temperature": 0.0,
            "avg_logprob": -0.22364267706871033,
            "compression_ratio": 1.676595744680851,
            "no_speech_prob": 0.08880615234375,
            "words": [
                {
                    "start": 246.44,
                    "end": 246.96,
                    "word": " Either",
                    "probability": 0.88525390625
                },
                {
                    "start": 246.96,
                    "end": 247.16,
                    "word": " way",
                    "probability": 0.8955078125
                },
                {
                    "start": 247.16,
                    "end": 247.18,
                    "word": ",",
                    "probability": 0.76171875
                },
                {
                    "start": 247.18,
                    "end": 247.38,
                    "word": " we've",
                    "probability": 0.921630859375
                },
                {
                    "start": 247.38,
                    "end": 247.6,
                    "word": " got",
                    "probability": 0.8984375
                },
                {
                    "start": 247.6,
                    "end": 248.3,
                    "word": " three",
                    "probability": 0.83203125
                },
                {
                    "start": 248.3,
                    "end": 248.78,
                    "word": " basic",
                    "probability": 0.9150390625
                },
                {
                    "start": 248.78,
                    "end": 249.26,
                    "word": " options",
                    "probability": 0.76513671875
                },
                {
                    "start": 249.26,
                    "end": 249.78,
                    "word": ".",
                    "probability": 0.98828125
                },
                {
                    "start": 250.58,
                    "end": 251.1,
                    "word": " Option",
                    "probability": 0.837890625
                },
                {
                    "start": 251.1,
                    "end": 251.5,
                    "word": " one",
                    "probability": 0.7216796875
                },
                {
                    "start": 251.5,
                    "end": 251.88,
                    "word": " is",
                    "probability": 0.8876953125
                },
                {
                    "start": 251.88,
                    "end": 252.06,
                    "word": " to",
                    "probability": 0.888671875
                },
                {
                    "start": 252.06,
                    "end": 252.24,
                    "word": " just",
                    "probability": 0.87353515625
                },
                {
                    "start": 252.24,
                    "end": 252.46,
                    "word": " go",
                    "probability": 0.9111328125
                },
                {
                    "start": 252.46,
                    "end": 252.8,
                    "word": " straight",
                    "probability": 0.83447265625
                },
                {
                    "start": 252.8,
                    "end": 252.94,
                    "word": " in",
                    "probability": 0.89208984375
                },
                {
                    "start": 252.94,
                    "end": 253.06,
                    "word": " the",
                    "probability": 0.8212890625
                }
            ]
        },
        {
            "id": 43,
            "seek": 24598,
            "start": 253.06,
            "end": 256.9,
            "text": " front door and attack the application itself in order to get to the access to",
            "tokens": [
                51320,
                1868,
                2853,
                293,
                2690,
                264,
                3861,
                2564,
                294,
                1668,
                281,
                483,
                281,
                264,
                2105,
                281,
                51512
            ],
            "temperature": 0.0,
            "avg_logprob": -0.22364267706871033,
            "compression_ratio": 1.676595744680851,
            "no_speech_prob": 0.08880615234375,
            "words": [
                {
                    "start": 253.06,
                    "end": 253.24,
                    "word": " front",
                    "probability": 0.91455078125
                },
                {
                    "start": 253.24,
                    "end": 253.54,
                    "word": " door",
                    "probability": 0.8642578125
                },
                {
                    "start": 253.54,
                    "end": 253.8,
                    "word": " and",
                    "probability": 0.85986328125
                },
                {
                    "start": 253.8,
                    "end": 254.08,
                    "word": " attack",
                    "probability": 0.833984375
                },
                {
                    "start": 254.08,
                    "end": 254.26,
                    "word": " the",
                    "probability": 0.818359375
                },
                {
                    "start": 254.26,
                    "end": 254.72,
                    "word": " application",
                    "probability": 0.7919921875
                },
                {
                    "start": 254.72,
                    "end": 255.2,
                    "word": " itself",
                    "probability": 0.76806640625
                },
                {
                    "start": 255.2,
                    "end": 255.54,
                    "word": " in",
                    "probability": 0.8388671875
                },
                {
                    "start": 255.54,
                    "end": 255.72,
                    "word": " order",
                    "probability": 0.81689453125
                },
                {
                    "start": 255.72,
                    "end": 255.9,
                    "word": " to",
                    "probability": 0.90673828125
                },
                {
                    "start": 255.9,
                    "end": 256.02,
                    "word": " get",
                    "probability": 0.8935546875
                },
                {
                    "start": 256.02,
                    "end": 256.18,
                    "word": " to",
                    "probability": 0.448974609375
                },
                {
                    "start": 256.18,
                    "end": 256.44,
                    "word": " the",
                    "probability": 0.39501953125
                },
                {
                    "start": 256.44,
                    "end": 256.66,
                    "word": " access",
                    "probability": 0.73388671875
                },
                {
                    "start": 256.66,
                    "end": 256.9,
                    "word": " to",
                    "probability": 0.90185546875
                }
            ]
        },
        {
            "id": 44,
            "seek": 24598,
            "start": 256.9,
            "end": 263.18,
            "text": " the server. This is pretty simple. Maybe there's a firewall or IDS you have",
            "tokens": [
                51512,
                264,
                7154,
                13,
                639,
                307,
                1238,
                2199,
                13,
                2704,
                456,
                311,
                257,
                36109,
                420,
                7348,
                50,
                291,
                362,
                51826
            ],
            "temperature": 0.0,
            "avg_logprob": -0.22364267706871033,
            "compression_ratio": 1.676595744680851,
            "no_speech_prob": 0.08880615234375,
            "words": [
                {
                    "start": 256.9,
                    "end": 257.04,
                    "word": " the",
                    "probability": 0.81396484375
                },
                {
                    "start": 257.04,
                    "end": 257.28,
                    "word": " server",
                    "probability": 0.826171875
                },
                {
                    "start": 257.28,
                    "end": 257.8,
                    "word": ".",
                    "probability": 0.99560546875
                },
                {
                    "start": 258.74,
                    "end": 259.26,
                    "word": " This",
                    "probability": 0.81201171875
                },
                {
                    "start": 259.26,
                    "end": 259.42,
                    "word": " is",
                    "probability": 0.90966796875
                },
                {
                    "start": 259.42,
                    "end": 259.6,
                    "word": " pretty",
                    "probability": 0.8837890625
                },
                {
                    "start": 259.6,
                    "end": 259.94,
                    "word": " simple",
                    "probability": 0.91357421875
                },
                {
                    "start": 259.94,
                    "end": 260.46,
                    "word": ".",
                    "probability": 0.8349609375
                },
                {
                    "start": 260.84,
                    "end": 261.26,
                    "word": " Maybe",
                    "probability": 0.38916015625
                },
                {
                    "start": 261.26,
                    "end": 261.6,
                    "word": " there's",
                    "probability": 0.922607421875
                },
                {
                    "start": 261.74,
                    "end": 262.12,
                    "word": " a firewall",
                    "probability": 0.83349609375
                },
                {
                    "start": 262.12,
                    "end": 262.42,
                    "word": " or",
                    "probability": 0.8740234375
                },
                {
                    "start": 262.42,
                    "end": 262.9,
                    "word": " IDS",
                    "probability": 0.791748046875
                },
                {
                    "start": 262.9,
                    "end": 263.02,
                    "word": " you",
                    "probability": 0.8505859375
                },
                {
                    "start": 263.02,
                    "end": 263.18,
                    "word": " have",
                    "probability": 0.884765625
                }
            ]
        },
        {
            "id": 45,
            "seek": 27094,
            "start": 263.18,
            "end": 268.22,
            "text": " to evade, but, you know, you're not making a lot of hops around to finally get to",
            "tokens": [
                50364,
                281,
                1073,
                762,
                11,
                457,
                11,
                291,
                458,
                11,
                291,
                434,
                406,
                1455,
                257,
                688,
                295,
                47579,
                926,
                281,
                2721,
                483,
                281,
                50614
            ],
            "temperature": 0.0,
            "avg_logprob": -0.21554969197296234,
            "compression_ratio": 1.5265700483091786,
            "no_speech_prob": 0.0174407958984375,
            "words": [
                {
                    "start": 263.18,
                    "end": 263.34,
                    "word": " to",
                    "probability": 0.471923828125
                },
                {
                    "start": 263.34,
                    "end": 263.76,
                    "word": " evade",
                    "probability": 0.847412109375
                },
                {
                    "start": 263.76,
                    "end": 264.04,
                    "word": ",",
                    "probability": 0.64013671875
                },
                {
                    "start": 264.04,
                    "end": 264.22,
                    "word": " but",
                    "probability": 0.8837890625
                },
                {
                    "start": 264.22,
                    "end": 264.5,
                    "word": ",",
                    "probability": 0.1268310546875
                },
                {
                    "start": 264.5,
                    "end": 264.98,
                    "word": " you",
                    "probability": 0.8818359375
                },
                {
                    "start": 264.98,
                    "end": 265.04,
                    "word": " know",
                    "probability": 0.7470703125
                },
                {
                    "start": 265.04,
                    "end": 265.1,
                    "word": ",",
                    "probability": 0.955078125
                },
                {
                    "start": 265.1,
                    "end": 265.2,
                    "word": " you're",
                    "probability": 0.9111328125
                },
                {
                    "start": 265.2,
                    "end": 265.36,
                    "word": " not",
                    "probability": 0.892578125
                },
                {
                    "start": 265.36,
                    "end": 265.66,
                    "word": " making",
                    "probability": 0.7763671875
                },
                {
                    "start": 265.8,
                    "end": 265.92,
                    "word": " a lot",
                    "probability": 0.8916015625
                },
                {
                    "start": 265.92,
                    "end": 266.06,
                    "word": " of",
                    "probability": 0.9052734375
                },
                {
                    "start": 266.06,
                    "end": 266.42,
                    "word": " hops",
                    "probability": 0.8642578125
                },
                {
                    "start": 266.42,
                    "end": 267.14,
                    "word": " around",
                    "probability": 0.8896484375
                },
                {
                    "start": 267.14,
                    "end": 267.52,
                    "word": " to",
                    "probability": 0.89111328125
                },
                {
                    "start": 267.52,
                    "end": 267.84,
                    "word": " finally",
                    "probability": 0.77978515625
                },
                {
                    "start": 267.84,
                    "end": 268.06,
                    "word": " get",
                    "probability": 0.89306640625
                },
                {
                    "start": 268.06,
                    "end": 268.22,
                    "word": " to",
                    "probability": 0.892578125
                }
            ]
        },
        {
            "id": 46,
            "seek": 27094,
            "start": 268.22,
            "end": 276.3,
            "text": " where you want to be. But it's also not 2002 anymore. The situation's gotten a",
            "tokens": [
                50614,
                689,
                291,
                528,
                281,
                312,
                13,
                583,
                309,
                311,
                611,
                406,
                17822,
                3602,
                13,
                440,
                2590,
                311,
                5768,
                257,
                51010
            ],
            "temperature": 0.0,
            "avg_logprob": -0.21554969197296234,
            "compression_ratio": 1.5265700483091786,
            "no_speech_prob": 0.0174407958984375,
            "words": [
                {
                    "start": 268.22,
                    "end": 268.32,
                    "word": " where",
                    "probability": 0.90380859375
                },
                {
                    "start": 268.32,
                    "end": 268.46,
                    "word": " you",
                    "probability": 0.896484375
                },
                {
                    "start": 268.46,
                    "end": 268.64,
                    "word": " want",
                    "probability": 0.76416015625
                },
                {
                    "start": 268.64,
                    "end": 268.74,
                    "word": " to",
                    "probability": 0.90576171875
                },
                {
                    "start": 268.74,
                    "end": 268.96,
                    "word": " be",
                    "probability": 0.9033203125
                },
                {
                    "start": 268.96,
                    "end": 269.54,
                    "word": ".",
                    "probability": 0.93310546875
                },
                {
                    "start": 270.26,
                    "end": 270.7,
                    "word": " But",
                    "probability": 0.88037109375
                },
                {
                    "start": 270.7,
                    "end": 271.46,
                    "word": " it's",
                    "probability": 0.8115234375
                },
                {
                    "start": 271.46,
                    "end": 271.86,
                    "word": " also",
                    "probability": 0.81591796875
                },
                {
                    "start": 271.86,
                    "end": 272.18,
                    "word": " not",
                    "probability": 0.88720703125
                },
                {
                    "start": 272.18,
                    "end": 272.72,
                    "word": " 2002",
                    "probability": 0.865234375
                },
                {
                    "start": 272.72,
                    "end": 273.22,
                    "word": " anymore",
                    "probability": 0.80322265625
                },
                {
                    "start": 273.22,
                    "end": 273.8,
                    "word": ".",
                    "probability": 0.97412109375
                },
                {
                    "start": 274.64,
                    "end": 275.22,
                    "word": " The",
                    "probability": 0.783203125
                },
                {
                    "start": 275.22,
                    "end": 275.78,
                    "word": " situation's",
                    "probability": 0.70751953125
                },
                {
                    "start": 275.78,
                    "end": 275.96,
                    "word": " gotten",
                    "probability": 0.86572265625
                },
                {
                    "start": 276.14,
                    "end": 276.3,
                    "word": " a lot",
                    "probability": 0.8876953125
                }
            ]
        },
        {
            "id": 47,
            "seek": 27094,
            "start": 276.3,
            "end": 281.2,
            "text": " lot better in how we protect our application servers. So while this once",
            "tokens": [
                51010,
                688,
                1101,
                294,
                577,
                321,
                2371,
                527,
                3861,
                15909,
                13,
                407,
                1339,
                341,
                1564,
                51246
            ],
            "temperature": 0.0,
            "avg_logprob": -0.21554969197296234,
            "compression_ratio": 1.5265700483091786,
            "no_speech_prob": 0.0174407958984375,
            "words": [
                {
                    "start": 276.3,
                    "end": 276.6,
                    "word": " better",
                    "probability": 0.81396484375
                },
                {
                    "start": 276.6,
                    "end": 276.8,
                    "word": " in",
                    "probability": 0.83203125
                },
                {
                    "start": 276.8,
                    "end": 277.0,
                    "word": " how",
                    "probability": 0.89599609375
                },
                {
                    "start": 277.0,
                    "end": 277.18,
                    "word": " we",
                    "probability": 0.91455078125
                },
                {
                    "start": 277.18,
                    "end": 277.52,
                    "word": " protect",
                    "probability": 0.7578125
                },
                {
                    "start": 277.52,
                    "end": 277.7,
                    "word": " our",
                    "probability": 0.8115234375
                },
                {
                    "start": 277.7,
                    "end": 278.2,
                    "word": " application",
                    "probability": 0.7578125
                },
                {
                    "start": 278.2,
                    "end": 278.66,
                    "word": " servers",
                    "probability": 0.79736328125
                },
                {
                    "start": 278.66,
                    "end": 279.24,
                    "word": ".",
                    "probability": 0.859375
                },
                {
                    "start": 279.3,
                    "end": 279.48,
                    "word": " So",
                    "probability": 0.8974609375
                },
                {
                    "start": 279.48,
                    "end": 280.22,
                    "word": " while",
                    "probability": 0.65869140625
                },
                {
                    "start": 280.22,
                    "end": 280.46,
                    "word": " this",
                    "probability": 0.876953125
                },
                {
                    "start": 280.46,
                    "end": 280.9,
                    "word": " once",
                    "probability": 0.8017578125
                },
                {
                    "start": 280.9,
                    "end": 281.2,
                    "word": " might",
                    "probability": 0.80078125
                }
            ]
        },
        {
            "id": 48,
            "seek": 27094,
            "start": 281.2,
            "end": 288.14,
            "text": " might have been the best way in, it's not really anymore. Report after report from",
            "tokens": [
                51246,
                1062,
                362,
                668,
                264,
                1151,
                636,
                294,
                11,
                309,
                311,
                406,
                534,
                3602,
                13,
                16057,
                934,
                2275,
                490,
                51610
            ],
            "temperature": 0.0,
            "avg_logprob": -0.21554969197296234,
            "compression_ratio": 1.5265700483091786,
            "no_speech_prob": 0.0174407958984375,
            "words": [
                {
                    "start": 281.2,
                    "end": 281.34,
                    "word": " have",
                    "probability": 0.73876953125
                },
                {
                    "start": 281.34,
                    "end": 281.46,
                    "word": " been",
                    "probability": 0.81591796875
                },
                {
                    "start": 281.46,
                    "end": 281.6,
                    "word": " the",
                    "probability": 0.81298828125
                },
                {
                    "start": 281.6,
                    "end": 281.82,
                    "word": " best",
                    "probability": 0.8056640625
                },
                {
                    "start": 281.82,
                    "end": 282.08,
                    "word": " way",
                    "probability": 0.8984375
                },
                {
                    "start": 282.08,
                    "end": 282.34,
                    "word": " in",
                    "probability": 0.6513671875
                },
                {
                    "start": 282.34,
                    "end": 283.02,
                    "word": ",",
                    "probability": 0.93359375
                },
                {
                    "start": 283.02,
                    "end": 283.36,
                    "word": " it's",
                    "probability": 0.947265625
                },
                {
                    "start": 283.36,
                    "end": 283.58,
                    "word": " not",
                    "probability": 0.8955078125
                },
                {
                    "start": 283.58,
                    "end": 283.88,
                    "word": " really",
                    "probability": 0.7763671875
                },
                {
                    "start": 283.88,
                    "end": 284.32,
                    "word": " anymore",
                    "probability": 0.76708984375
                },
                {
                    "start": 284.32,
                    "end": 284.9,
                    "word": ".",
                    "probability": 0.9912109375
                },
                {
                    "start": 286.32,
                    "end": 286.9,
                    "word": " Report",
                    "probability": 0.7626953125
                },
                {
                    "start": 286.9,
                    "end": 287.28,
                    "word": " after",
                    "probability": 0.75830078125
                },
                {
                    "start": 287.28,
                    "end": 287.76,
                    "word": " report",
                    "probability": 0.83837890625
                },
                {
                    "start": 287.76,
                    "end": 288.14,
                    "word": " from",
                    "probability": 0.8056640625
                }
            ]
        },
        {
            "id": 49,
            "seek": 29810,
            "start": 288.14,
            "end": 294.26,
            "text": " places like FireEye and Verizon have shown a much more popular way into",
            "tokens": [
                50364,
                3190,
                411,
                7652,
                36,
                1200,
                293,
                44456,
                362,
                4898,
                257,
                709,
                544,
                3743,
                636,
                666,
                50672
            ],
            "temperature": 0.0,
            "avg_logprob": -0.2820946062738831,
            "compression_ratio": 1.4780487804878049,
            "no_speech_prob": 0.16455078125,
            "words": [
                {
                    "start": 288.14,
                    "end": 288.66,
                    "word": " places",
                    "probability": 0.36474609375
                },
                {
                    "start": 288.66,
                    "end": 288.94,
                    "word": " like",
                    "probability": 0.85888671875
                },
                {
                    "start": 288.94,
                    "end": 289.62,
                    "word": " FireEye",
                    "probability": 0.9161783854166666
                },
                {
                    "start": 289.62,
                    "end": 289.84,
                    "word": " and",
                    "probability": 0.85791015625
                },
                {
                    "start": 289.84,
                    "end": 290.3,
                    "word": " Verizon",
                    "probability": 0.86083984375
                },
                {
                    "start": 290.3,
                    "end": 290.76,
                    "word": " have",
                    "probability": 0.720703125
                },
                {
                    "start": 290.76,
                    "end": 291.14,
                    "word": " shown",
                    "probability": 0.873046875
                },
                {
                    "start": 291.96,
                    "end": 292.68,
                    "word": " a much",
                    "probability": 0.791015625
                },
                {
                    "start": 292.68,
                    "end": 292.9,
                    "word": " more",
                    "probability": 0.88134765625
                },
                {
                    "start": 292.9,
                    "end": 293.42,
                    "word": " popular",
                    "probability": 0.90966796875
                },
                {
                    "start": 293.42,
                    "end": 293.86,
                    "word": " way",
                    "probability": 0.89013671875
                },
                {
                    "start": 293.86,
                    "end": 294.26,
                    "word": " into",
                    "probability": 0.736328125
                }
            ]
        },
        {
            "id": 50,
            "seek": 29810,
            "start": 294.26,
            "end": 300.94,
            "text": " networks these days is by social engineering users in one way or another.",
            "tokens": [
                50672,
                9590,
                613,
                1708,
                307,
                538,
                2093,
                7043,
                5022,
                294,
                472,
                636,
                420,
                1071,
                13,
                50960
            ],
            "temperature": 0.0,
            "avg_logprob": -0.2820946062738831,
            "compression_ratio": 1.4780487804878049,
            "no_speech_prob": 0.16455078125,
            "words": [
                {
                    "start": 294.26,
                    "end": 294.68,
                    "word": " networks",
                    "probability": 0.63818359375
                },
                {
                    "start": 294.68,
                    "end": 294.94,
                    "word": " these",
                    "probability": 0.6953125
                },
                {
                    "start": 294.94,
                    "end": 295.34,
                    "word": " days",
                    "probability": 0.80029296875
                },
                {
                    "start": 295.34,
                    "end": 296.26,
                    "word": " is",
                    "probability": 0.7265625
                },
                {
                    "start": 296.26,
                    "end": 297.2,
                    "word": " by",
                    "probability": 0.8623046875
                },
                {
                    "start": 297.2,
                    "end": 297.94,
                    "word": " social",
                    "probability": 0.78759765625
                },
                {
                    "start": 297.94,
                    "end": 298.42,
                    "word": " engineering",
                    "probability": 0.83349609375
                },
                {
                    "start": 298.42,
                    "end": 299.12,
                    "word": " users",
                    "probability": 0.83837890625
                },
                {
                    "start": 299.12,
                    "end": 299.46,
                    "word": " in",
                    "probability": 0.84423828125
                },
                {
                    "start": 299.46,
                    "end": 299.66,
                    "word": " one",
                    "probability": 0.8203125
                },
                {
                    "start": 299.66,
                    "end": 299.84,
                    "word": " way",
                    "probability": 0.89453125
                },
                {
                    "start": 299.84,
                    "end": 299.98,
                    "word": " or",
                    "probability": 0.9091796875
                },
                {
                    "start": 299.98,
                    "end": 300.28,
                    "word": " another",
                    "probability": 0.830078125
                },
                {
                    "start": 300.28,
                    "end": 300.94,
                    "word": ".",
                    "probability": 0.955078125
                }
            ]
        },
        {
            "id": 51,
            "seek": 29810,
            "start": 300.94,
            "end": 309.98,
            "text": " In this case, we're going to take a look at phishing a operator or developer on",
            "tokens": [
                50960,
                682,
                341,
                1389,
                11,
                321,
                434,
                516,
                281,
                747,
                257,
                574,
                412,
                903,
                3807,
                257,
                12973,
                420,
                10754,
                322,
                51450
            ],
            "temperature": 0.0,
            "avg_logprob": -0.2820946062738831,
            "compression_ratio": 1.4780487804878049,
            "no_speech_prob": 0.16455078125,
            "words": [
                {
                    "start": 300.94,
                    "end": 301.56,
                    "word": " In",
                    "probability": 0.91015625
                },
                {
                    "start": 301.56,
                    "end": 301.8,
                    "word": " this",
                    "probability": 0.88134765625
                },
                {
                    "start": 301.8,
                    "end": 302.12,
                    "word": " case",
                    "probability": 0.80908203125
                },
                {
                    "start": 302.12,
                    "end": 302.14,
                    "word": ",",
                    "probability": 0.85595703125
                },
                {
                    "start": 302.14,
                    "end": 302.3,
                    "word": " we're",
                    "probability": 0.9208984375
                },
                {
                    "start": 302.3,
                    "end": 302.38,
                    "word": " going",
                    "probability": 0.67626953125
                },
                {
                    "start": 302.38,
                    "end": 302.66,
                    "word": " to",
                    "probability": 0.90478515625
                },
                {
                    "start": 302.66,
                    "end": 302.92,
                    "word": " take",
                    "probability": 0.80029296875
                },
                {
                    "start": 303.06,
                    "end": 303.26,
                    "word": " a look",
                    "probability": 0.91796875
                },
                {
                    "start": 303.26,
                    "end": 303.76,
                    "word": " at",
                    "probability": 0.90087890625
                },
                {
                    "start": 303.76,
                    "end": 304.56,
                    "word": " phishing",
                    "probability": 0.835693359375
                },
                {
                    "start": 305.76,
                    "end": 307.74,
                    "word": " a operator",
                    "probability": 0.8212890625
                },
                {
                    "start": 307.74,
                    "end": 308.16,
                    "word": " or",
                    "probability": 0.87646484375
                },
                {
                    "start": 308.16,
                    "end": 308.7,
                    "word": " developer",
                    "probability": 0.51513671875
                },
                {
                    "start": 308.7,
                    "end": 309.98,
                    "word": " on",
                    "probability": 0.900390625
                }
            ]
        },
        {
            "id": 52,
            "seek": 29810,
            "start": 309.98,
            "end": 315.3,
            "text": " their employee workstation to give us our initial access. Then in method two,",
            "tokens": [
                51450,
                641,
                10738,
                589,
                19159,
                281,
                976,
                505,
                527,
                5883,
                2105,
                13,
                1396,
                294,
                3170,
                732,
                11,
                51720
            ],
            "temperature": 0.0,
            "avg_logprob": -0.2820946062738831,
            "compression_ratio": 1.4780487804878049,
            "no_speech_prob": 0.16455078125,
            "words": [
                {
                    "start": 309.98,
                    "end": 310.12,
                    "word": " their",
                    "probability": 0.90185546875
                },
                {
                    "start": 310.12,
                    "end": 310.48,
                    "word": " employee",
                    "probability": 0.6279296875
                },
                {
                    "start": 310.48,
                    "end": 311.14,
                    "word": " workstation",
                    "probability": 0.91650390625
                },
                {
                    "start": 311.14,
                    "end": 311.52,
                    "word": " to",
                    "probability": 0.8271484375
                },
                {
                    "start": 311.52,
                    "end": 311.64,
                    "word": " give",
                    "probability": 0.8251953125
                },
                {
                    "start": 311.64,
                    "end": 311.78,
                    "word": " us",
                    "probability": 0.9013671875
                },
                {
                    "start": 311.78,
                    "end": 311.94,
                    "word": " our",
                    "probability": 0.81494140625
                },
                {
                    "start": 311.94,
                    "end": 312.2,
                    "word": " initial",
                    "probability": 0.83837890625
                },
                {
                    "start": 312.2,
                    "end": 312.68,
                    "word": " access",
                    "probability": 0.775390625
                },
                {
                    "start": 312.68,
                    "end": 313.48,
                    "word": ".",
                    "probability": 0.97119140625
                },
                {
                    "start": 313.48,
                    "end": 314.06,
                    "word": " Then",
                    "probability": 0.8076171875
                },
                {
                    "start": 314.06,
                    "end": 314.3,
                    "word": " in",
                    "probability": 0.755859375
                },
                {
                    "start": 314.3,
                    "end": 314.54,
                    "word": " method",
                    "probability": 0.640625
                },
                {
                    "start": 314.54,
                    "end": 314.9,
                    "word": " two",
                    "probability": 0.626953125
                },
                {
                    "start": 314.9,
                    "end": 315.3,
                    "word": ",",
                    "probability": 0.90185546875
                }
            ]
        },
        {
            "id": 53,
            "seek": 32358,
            "start": 315.94,
            "end": 321.22,
            "text": " we're going to move laterally through the bastion host and finally to the app",
            "tokens": [
                50400,
                321,
                434,
                516,
                281,
                1286,
                1780,
                379,
                807,
                264,
                8414,
                313,
                3975,
                293,
                2721,
                281,
                264,
                724,
                50658
            ],
            "temperature": 0.0,
            "avg_logprob": -0.23437499705898135,
            "compression_ratio": 1.5472636815920398,
            "no_speech_prob": 0.0006771087646484375,
            "words": [
                {
                    "start": 315.94,
                    "end": 316.28,
                    "word": " we're",
                    "probability": 0.725830078125
                },
                {
                    "start": 316.28,
                    "end": 316.38,
                    "word": " going",
                    "probability": 0.59326171875
                },
                {
                    "start": 316.38,
                    "end": 316.64,
                    "word": " to",
                    "probability": 0.90673828125
                },
                {
                    "start": 316.64,
                    "end": 317.38,
                    "word": " move",
                    "probability": 0.88720703125
                },
                {
                    "start": 317.38,
                    "end": 317.94,
                    "word": " laterally",
                    "probability": 0.9462890625
                },
                {
                    "start": 317.94,
                    "end": 318.42,
                    "word": " through",
                    "probability": 0.7958984375
                },
                {
                    "start": 318.42,
                    "end": 318.78,
                    "word": " the",
                    "probability": 0.8193359375
                },
                {
                    "start": 318.78,
                    "end": 319.18,
                    "word": " bastion",
                    "probability": 0.650146484375
                },
                {
                    "start": 319.18,
                    "end": 319.6,
                    "word": " host",
                    "probability": 0.80712890625
                },
                {
                    "start": 319.6,
                    "end": 320.24,
                    "word": " and",
                    "probability": 0.646484375
                },
                {
                    "start": 320.24,
                    "end": 320.56,
                    "word": " finally",
                    "probability": 0.79150390625
                },
                {
                    "start": 320.56,
                    "end": 320.84,
                    "word": " to",
                    "probability": 0.8330078125
                },
                {
                    "start": 320.84,
                    "end": 321.02,
                    "word": " the",
                    "probability": 0.82275390625
                },
                {
                    "start": 321.02,
                    "end": 321.22,
                    "word": " app",
                    "probability": 0.69921875
                }
            ]
        },
        {
            "id": 54,
            "seek": 32358,
            "start": 321.22,
            "end": 330.36,
            "text": " server. We'll talk in a couple of slides about why this works so well. But before",
            "tokens": [
                50658,
                7154,
                13,
                492,
                603,
                751,
                294,
                257,
                1916,
                295,
                9788,
                466,
                983,
                341,
                1985,
                370,
                731,
                13,
                583,
                949,
                51118
            ],
            "temperature": 0.0,
            "avg_logprob": -0.23437499705898135,
            "compression_ratio": 1.5472636815920398,
            "no_speech_prob": 0.0006771087646484375,
            "words": [
                {
                    "start": 321.22,
                    "end": 321.5,
                    "word": " server",
                    "probability": 0.80810546875
                },
                {
                    "start": 321.5,
                    "end": 322.18,
                    "word": ".",
                    "probability": 0.96923828125
                },
                {
                    "start": 323.24,
                    "end": 323.92,
                    "word": " We'll",
                    "probability": 0.919189453125
                },
                {
                    "start": 323.92,
                    "end": 324.18,
                    "word": " talk",
                    "probability": 0.8095703125
                },
                {
                    "start": 324.18,
                    "end": 324.28,
                    "word": " in",
                    "probability": 0.89990234375
                },
                {
                    "start": 324.6,
                    "end": 324.82,
                    "word": " a couple",
                    "probability": 0.779296875
                },
                {
                    "start": 324.82,
                    "end": 325.0,
                    "word": " of",
                    "probability": 0.90576171875
                },
                {
                    "start": 325.0,
                    "end": 325.32,
                    "word": " slides",
                    "probability": 0.916015625
                },
                {
                    "start": 325.32,
                    "end": 325.76,
                    "word": " about",
                    "probability": 0.8193359375
                },
                {
                    "start": 325.76,
                    "end": 326.82,
                    "word": " why",
                    "probability": 0.8037109375
                },
                {
                    "start": 326.82,
                    "end": 327.22,
                    "word": " this",
                    "probability": 0.8837890625
                },
                {
                    "start": 327.22,
                    "end": 328.02,
                    "word": " works",
                    "probability": 0.75146484375
                },
                {
                    "start": 328.02,
                    "end": 328.36,
                    "word": " so",
                    "probability": 0.90234375
                },
                {
                    "start": 328.36,
                    "end": 328.6,
                    "word": " well",
                    "probability": 0.8828125
                },
                {
                    "start": 328.6,
                    "end": 329.28,
                    "word": ".",
                    "probability": 0.86328125
                },
                {
                    "start": 329.7,
                    "end": 330.18,
                    "word": " But",
                    "probability": 0.869140625
                },
                {
                    "start": 330.18,
                    "end": 330.36,
                    "word": " before",
                    "probability": 0.7978515625
                }
            ]
        },
        {
            "id": 55,
            "seek": 32358,
            "start": 330.36,
            "end": 335.08,
            "text": " we get there, let's talk a little bit about option three. With DevOps",
            "tokens": [
                51118,
                321,
                483,
                456,
                11,
                718,
                311,
                751,
                257,
                707,
                857,
                466,
                3614,
                1045,
                13,
                2022,
                43051,
                51358
            ],
            "temperature": 0.0,
            "avg_logprob": -0.23437499705898135,
            "compression_ratio": 1.5472636815920398,
            "no_speech_prob": 0.0006771087646484375,
            "words": [
                {
                    "start": 330.36,
                    "end": 330.52,
                    "word": " we",
                    "probability": 0.900390625
                },
                {
                    "start": 330.52,
                    "end": 330.64,
                    "word": " get",
                    "probability": 0.90185546875
                },
                {
                    "start": 330.64,
                    "end": 330.74,
                    "word": " there",
                    "probability": 0.84716796875
                },
                {
                    "start": 330.74,
                    "end": 330.78,
                    "word": ",",
                    "probability": 0.94189453125
                },
                {
                    "start": 330.78,
                    "end": 330.9,
                    "word": " let's",
                    "probability": 0.941650390625
                },
                {
                    "start": 330.9,
                    "end": 331.08,
                    "word": " talk",
                    "probability": 0.82080078125
                },
                {
                    "start": 331.16,
                    "end": 331.26,
                    "word": " a little",
                    "probability": 0.8037109375
                },
                {
                    "start": 331.26,
                    "end": 331.42,
                    "word": " bit",
                    "probability": 0.89013671875
                },
                {
                    "start": 331.42,
                    "end": 332.0,
                    "word": " about",
                    "probability": 0.81982421875
                },
                {
                    "start": 332.0,
                    "end": 332.92,
                    "word": " option",
                    "probability": 0.71044921875
                },
                {
                    "start": 332.92,
                    "end": 333.38,
                    "word": " three",
                    "probability": 0.65234375
                },
                {
                    "start": 333.38,
                    "end": 334.02,
                    "word": ".",
                    "probability": 0.9189453125
                },
                {
                    "start": 334.06,
                    "end": 334.74,
                    "word": " With",
                    "probability": 0.88525390625
                },
                {
                    "start": 334.74,
                    "end": 335.08,
                    "word": " DevOps",
                    "probability": 0.89306640625
                }
            ]
        },
        {
            "id": 56,
            "seek": 32358,
            "start": 335.08,
            "end": 340.78,
            "text": " implemented these days, another way into that protected app server is through the",
            "tokens": [
                51358,
                12270,
                613,
                1708,
                11,
                1071,
                636,
                666,
                300,
                10594,
                724,
                7154,
                307,
                807,
                264,
                51626
            ],
            "temperature": 0.0,
            "avg_logprob": -0.23437499705898135,
            "compression_ratio": 1.5472636815920398,
            "no_speech_prob": 0.0006771087646484375,
            "words": [
                {
                    "start": 335.08,
                    "end": 335.56,
                    "word": " implemented",
                    "probability": 0.69775390625
                },
                {
                    "start": 335.56,
                    "end": 335.84,
                    "word": " these",
                    "probability": 0.69580078125
                },
                {
                    "start": 335.84,
                    "end": 336.18,
                    "word": " days",
                    "probability": 0.7958984375
                },
                {
                    "start": 336.18,
                    "end": 336.64,
                    "word": ",",
                    "probability": 0.9501953125
                },
                {
                    "start": 336.64,
                    "end": 336.98,
                    "word": " another",
                    "probability": 0.82666015625
                },
                {
                    "start": 336.98,
                    "end": 337.24,
                    "word": " way",
                    "probability": 0.8994140625
                },
                {
                    "start": 337.24,
                    "end": 337.5,
                    "word": " into",
                    "probability": 0.71240234375
                },
                {
                    "start": 337.5,
                    "end": 337.72,
                    "word": " that",
                    "probability": 0.87890625
                },
                {
                    "start": 337.72,
                    "end": 338.18,
                    "word": " protected",
                    "probability": 0.6123046875
                },
                {
                    "start": 338.18,
                    "end": 339.12,
                    "word": " app",
                    "probability": 0.8662109375
                },
                {
                    "start": 339.12,
                    "end": 339.42,
                    "word": " server",
                    "probability": 0.83935546875
                },
                {
                    "start": 339.42,
                    "end": 340.14,
                    "word": " is",
                    "probability": 0.8857421875
                },
                {
                    "start": 340.14,
                    "end": 340.44,
                    "word": " through",
                    "probability": 0.806640625
                },
                {
                    "start": 340.44,
                    "end": 340.78,
                    "word": " the",
                    "probability": 0.818359375
                }
            ]
        },
        {
            "id": 57,
            "seek": 35006,
            "start": 340.78,
            "end": 346.24,
            "text": " DevOps pipeline itself. But there are a lot more hops here and a lot more ways",
            "tokens": [
                50372,
                43051,
                15517,
                2564,
                13,
                583,
                456,
                366,
                257,
                688,
                544,
                47579,
                510,
                293,
                257,
                688,
                544,
                2098,
                50636
            ],
            "temperature": 0.0,
            "avg_logprob": -0.245018121988877,
            "compression_ratio": 1.59375,
            "no_speech_prob": 0.437744140625,
            "words": [
                {
                    "start": 340.78,
                    "end": 340.96,
                    "word": " DevOps",
                    "probability": 0.0007181167602539062
                },
                {
                    "start": 340.96,
                    "end": 341.36,
                    "word": " pipeline",
                    "probability": 0.7099609375
                },
                {
                    "start": 341.36,
                    "end": 341.86,
                    "word": " itself",
                    "probability": 0.78466796875
                },
                {
                    "start": 341.86,
                    "end": 342.66,
                    "word": ".",
                    "probability": 0.8759765625
                },
                {
                    "start": 342.76,
                    "end": 343.44,
                    "word": " But",
                    "probability": 0.8779296875
                },
                {
                    "start": 343.44,
                    "end": 344.18,
                    "word": " there",
                    "probability": 0.759765625
                },
                {
                    "start": 344.18,
                    "end": 344.28,
                    "word": " are",
                    "probability": 0.88916015625
                },
                {
                    "start": 344.4,
                    "end": 344.52,
                    "word": " a lot",
                    "probability": 0.884765625
                },
                {
                    "start": 344.52,
                    "end": 344.74,
                    "word": " more",
                    "probability": 0.88916015625
                },
                {
                    "start": 344.74,
                    "end": 345.12,
                    "word": " hops",
                    "probability": 0.85791015625
                },
                {
                    "start": 345.12,
                    "end": 345.36,
                    "word": " here",
                    "probability": 0.80224609375
                },
                {
                    "start": 345.36,
                    "end": 345.48,
                    "word": " and",
                    "probability": 0.68505859375
                },
                {
                    "start": 345.6,
                    "end": 345.76,
                    "word": " a lot",
                    "probability": 0.88330078125
                },
                {
                    "start": 345.76,
                    "end": 345.96,
                    "word": " more",
                    "probability": 0.88623046875
                },
                {
                    "start": 345.96,
                    "end": 346.24,
                    "word": " ways",
                    "probability": 0.80419921875
                }
            ]
        },
        {
            "id": 58,
            "seek": 35006,
            "start": 346.24,
            "end": 354.88,
            "text": " that can go wrong and a lot more opportunities to detect this attempt. It",
            "tokens": [
                50636,
                300,
                393,
                352,
                2085,
                293,
                257,
                688,
                544,
                4786,
                281,
                5531,
                341,
                5217,
                13,
                467,
                51068
            ],
            "temperature": 0.0,
            "avg_logprob": -0.245018121988877,
            "compression_ratio": 1.59375,
            "no_speech_prob": 0.437744140625,
            "words": [
                {
                    "start": 346.24,
                    "end": 346.36,
                    "word": " that",
                    "probability": 0.62255859375
                },
                {
                    "start": 346.36,
                    "end": 346.5,
                    "word": " can",
                    "probability": 0.89697265625
                },
                {
                    "start": 346.5,
                    "end": 346.68,
                    "word": " go",
                    "probability": 0.904296875
                },
                {
                    "start": 346.68,
                    "end": 347.06,
                    "word": " wrong",
                    "probability": 0.8291015625
                },
                {
                    "start": 347.06,
                    "end": 347.58,
                    "word": " and",
                    "probability": 0.56494140625
                },
                {
                    "start": 348.08,
                    "end": 348.24,
                    "word": " a lot",
                    "probability": 0.884765625
                },
                {
                    "start": 348.24,
                    "end": 348.48,
                    "word": " more",
                    "probability": 0.880859375
                },
                {
                    "start": 348.48,
                    "end": 349.06,
                    "word": " opportunities",
                    "probability": 0.88232421875
                },
                {
                    "start": 349.06,
                    "end": 349.5,
                    "word": " to",
                    "probability": 0.90625
                },
                {
                    "start": 349.5,
                    "end": 350.08,
                    "word": " detect",
                    "probability": 0.90771484375
                },
                {
                    "start": 350.08,
                    "end": 351.3,
                    "word": " this",
                    "probability": 0.861328125
                },
                {
                    "start": 351.3,
                    "end": 351.72,
                    "word": " attempt",
                    "probability": 0.86083984375
                },
                {
                    "start": 351.72,
                    "end": 352.52,
                    "word": ".",
                    "probability": 0.99609375
                },
                {
                    "start": 354.08,
                    "end": 354.88,
                    "word": " It",
                    "probability": 0.90966796875
                }
            ]
        },
        {
            "id": 59,
            "seek": 35006,
            "start": 354.88,
            "end": 360.7,
            "text": " goes through source control repos, test servers, and configuration servers before",
            "tokens": [
                51068,
                1709,
                807,
                4009,
                1969,
                1085,
                329,
                11,
                1500,
                15909,
                11,
                293,
                11694,
                15909,
                949,
                51364
            ],
            "temperature": 0.0,
            "avg_logprob": -0.245018121988877,
            "compression_ratio": 1.59375,
            "no_speech_prob": 0.437744140625,
            "words": [
                {
                    "start": 354.88,
                    "end": 355.1,
                    "word": " goes",
                    "probability": 0.85498046875
                },
                {
                    "start": 355.1,
                    "end": 355.52,
                    "word": " through",
                    "probability": 0.79736328125
                },
                {
                    "start": 355.52,
                    "end": 356.14,
                    "word": " source",
                    "probability": 0.6845703125
                },
                {
                    "start": 356.14,
                    "end": 356.5,
                    "word": " control",
                    "probability": 0.623046875
                },
                {
                    "start": 356.5,
                    "end": 357.24,
                    "word": " repos",
                    "probability": 0.87158203125
                },
                {
                    "start": 357.24,
                    "end": 358.02,
                    "word": ",",
                    "probability": 0.94775390625
                },
                {
                    "start": 358.02,
                    "end": 358.32,
                    "word": " test",
                    "probability": 0.81591796875
                },
                {
                    "start": 358.32,
                    "end": 358.88,
                    "word": " servers",
                    "probability": 0.8037109375
                },
                {
                    "start": 358.88,
                    "end": 359.12,
                    "word": ",",
                    "probability": 0.64013671875
                },
                {
                    "start": 359.12,
                    "end": 359.34,
                    "word": " and",
                    "probability": 0.8974609375
                },
                {
                    "start": 359.34,
                    "end": 359.82,
                    "word": " configuration",
                    "probability": 0.8681640625
                },
                {
                    "start": 359.82,
                    "end": 360.3,
                    "word": " servers",
                    "probability": 0.796875
                },
                {
                    "start": 360.3,
                    "end": 360.7,
                    "word": " before",
                    "probability": 0.77978515625
                }
            ]
        },
        {
            "id": 60,
            "seek": 35006,
            "start": 360.7,
            "end": 370.54,
            "text": " we ever get to our intended target. So how does traditional application",
            "tokens": [
                51364,
                321,
                1562,
                483,
                281,
                527,
                10226,
                3779,
                13,
                407,
                577,
                775,
                5164,
                3861,
                51698
            ],
            "temperature": 0.0,
            "avg_logprob": -0.245018121988877,
            "compression_ratio": 1.59375,
            "no_speech_prob": 0.437744140625,
            "words": [
                {
                    "start": 360.7,
                    "end": 360.96,
                    "word": " we",
                    "probability": 0.912109375
                },
                {
                    "start": 360.96,
                    "end": 361.16,
                    "word": " ever",
                    "probability": 0.83203125
                },
                {
                    "start": 361.16,
                    "end": 361.38,
                    "word": " get",
                    "probability": 0.89697265625
                },
                {
                    "start": 361.38,
                    "end": 361.66,
                    "word": " to",
                    "probability": 0.90673828125
                },
                {
                    "start": 361.66,
                    "end": 362.12,
                    "word": " our",
                    "probability": 0.8203125
                },
                {
                    "start": 362.12,
                    "end": 362.62,
                    "word": " intended",
                    "probability": 0.796875
                },
                {
                    "start": 362.62,
                    "end": 363.08,
                    "word": " target",
                    "probability": 0.85400390625
                },
                {
                    "start": 363.08,
                    "end": 363.88,
                    "word": ".",
                    "probability": 0.998046875
                },
                {
                    "start": 367.66,
                    "end": 368.38,
                    "word": " So",
                    "probability": 0.88916015625
                },
                {
                    "start": 368.38,
                    "end": 369.24,
                    "word": " how",
                    "probability": 0.65087890625
                },
                {
                    "start": 369.24,
                    "end": 369.4,
                    "word": " does",
                    "probability": 0.91259765625
                },
                {
                    "start": 369.4,
                    "end": 369.86,
                    "word": " traditional",
                    "probability": 0.77099609375
                },
                {
                    "start": 369.86,
                    "end": 370.54,
                    "word": " application",
                    "probability": 0.78564453125
                }
            ]
        },
        {
            "id": 61,
            "seek": 37984,
            "start": 370.54,
            "end": 377.16,
            "text": " deployment work? Well, developers give Ops a deployment package, and if we're",
            "tokens": [
                50376,
                19317,
                589,
                30,
                1042,
                11,
                8849,
                976,
                422,
                1878,
                257,
                19317,
                7372,
                11,
                293,
                498,
                321,
                434,
                50692
            ],
            "temperature": 0.0,
            "avg_logprob": -0.27625645313066305,
            "compression_ratio": 1.8584905660377358,
            "no_speech_prob": 0.3701171875,
            "words": [
                {
                    "start": 370.54,
                    "end": 371.24,
                    "word": " deployment",
                    "probability": 0.10736083984375
                },
                {
                    "start": 371.24,
                    "end": 371.74,
                    "word": " work",
                    "probability": 0.755859375
                },
                {
                    "start": 371.74,
                    "end": 372.34,
                    "word": "?",
                    "probability": 0.71923828125
                },
                {
                    "start": 372.78,
                    "end": 373.0,
                    "word": " Well",
                    "probability": 0.646484375
                },
                {
                    "start": 373.0,
                    "end": 373.74,
                    "word": ",",
                    "probability": 0.74267578125
                },
                {
                    "start": 373.74,
                    "end": 374.56,
                    "word": " developers",
                    "probability": 0.12060546875
                },
                {
                    "start": 374.56,
                    "end": 375.1,
                    "word": " give",
                    "probability": 0.78271484375
                },
                {
                    "start": 375.1,
                    "end": 375.46,
                    "word": " Ops",
                    "probability": 0.649169921875
                },
                {
                    "start": 375.6,
                    "end": 375.98,
                    "word": " a deployment",
                    "probability": 0.71484375
                },
                {
                    "start": 375.98,
                    "end": 376.38,
                    "word": " package",
                    "probability": 0.87109375
                },
                {
                    "start": 376.38,
                    "end": 376.7,
                    "word": ",",
                    "probability": 0.311279296875
                },
                {
                    "start": 376.7,
                    "end": 376.82,
                    "word": " and",
                    "probability": 0.86474609375
                },
                {
                    "start": 376.82,
                    "end": 377.04,
                    "word": " if",
                    "probability": 0.859375
                },
                {
                    "start": 377.04,
                    "end": 377.16,
                    "word": " we're",
                    "probability": 0.901123046875
                }
            ]
        },
        {
            "id": 62,
            "seek": 37984,
            "start": 377.16,
            "end": 382.1,
            "text": " lucky, some install instructions. And then Ops is going to go and log into the",
            "tokens": [
                50692,
                6356,
                11,
                512,
                3625,
                9415,
                13,
                400,
                550,
                422,
                1878,
                307,
                516,
                281,
                352,
                293,
                3565,
                666,
                264,
                50942
            ],
            "temperature": 0.0,
            "avg_logprob": -0.27625645313066305,
            "compression_ratio": 1.8584905660377358,
            "no_speech_prob": 0.3701171875,
            "words": [
                {
                    "start": 377.16,
                    "end": 377.4,
                    "word": " lucky",
                    "probability": 0.75244140625
                },
                {
                    "start": 377.4,
                    "end": 377.52,
                    "word": ",",
                    "probability": 0.68798828125
                },
                {
                    "start": 377.52,
                    "end": 377.64,
                    "word": " some",
                    "probability": 0.73974609375
                },
                {
                    "start": 377.64,
                    "end": 378.04,
                    "word": " install",
                    "probability": 0.85498046875
                },
                {
                    "start": 378.04,
                    "end": 378.58,
                    "word": " instructions",
                    "probability": 0.73779296875
                },
                {
                    "start": 378.58,
                    "end": 379.18,
                    "word": ".",
                    "probability": 0.513671875
                },
                {
                    "start": 379.62,
                    "end": 379.74,
                    "word": " And",
                    "probability": 0.69384765625
                },
                {
                    "start": 379.74,
                    "end": 380.02,
                    "word": " then",
                    "probability": 0.72021484375
                },
                {
                    "start": 380.02,
                    "end": 380.32,
                    "word": " Ops",
                    "probability": 0.923828125
                },
                {
                    "start": 380.32,
                    "end": 380.46,
                    "word": " is",
                    "probability": 0.88232421875
                },
                {
                    "start": 380.46,
                    "end": 380.58,
                    "word": " going",
                    "probability": 0.7197265625
                },
                {
                    "start": 380.58,
                    "end": 380.64,
                    "word": " to",
                    "probability": 0.91015625
                },
                {
                    "start": 380.64,
                    "end": 380.84,
                    "word": " go",
                    "probability": 0.76513671875
                },
                {
                    "start": 380.84,
                    "end": 381.08,
                    "word": " and",
                    "probability": 0.83056640625
                },
                {
                    "start": 381.08,
                    "end": 381.74,
                    "word": " log",
                    "probability": 0.67919921875
                },
                {
                    "start": 381.74,
                    "end": 381.94,
                    "word": " into",
                    "probability": 0.5107421875
                },
                {
                    "start": 381.94,
                    "end": 382.1,
                    "word": " the",
                    "probability": 0.8154296875
                }
            ]
        },
        {
            "id": 63,
            "seek": 37984,
            "start": 382.1,
            "end": 388.04,
            "text": " application server, manually install that software. Pretty simple. And then an",
            "tokens": [
                50942,
                3861,
                7154,
                11,
                16945,
                3625,
                300,
                4722,
                13,
                10693,
                2199,
                13,
                400,
                550,
                364,
                51236
            ],
            "temperature": 0.0,
            "avg_logprob": -0.27625645313066305,
            "compression_ratio": 1.8584905660377358,
            "no_speech_prob": 0.3701171875,
            "words": [
                {
                    "start": 382.1,
                    "end": 382.58,
                    "word": " application",
                    "probability": 0.7158203125
                },
                {
                    "start": 382.58,
                    "end": 383.06,
                    "word": " server",
                    "probability": 0.83251953125
                },
                {
                    "start": 383.06,
                    "end": 383.3,
                    "word": ",",
                    "probability": 0.6943359375
                },
                {
                    "start": 383.3,
                    "end": 383.66,
                    "word": " manually",
                    "probability": 0.7783203125
                },
                {
                    "start": 383.66,
                    "end": 384.06,
                    "word": " install",
                    "probability": 0.85107421875
                },
                {
                    "start": 384.06,
                    "end": 384.3,
                    "word": " that",
                    "probability": 0.8671875
                },
                {
                    "start": 384.3,
                    "end": 384.72,
                    "word": " software",
                    "probability": 0.84423828125
                },
                {
                    "start": 384.72,
                    "end": 385.32,
                    "word": ".",
                    "probability": 0.9462890625
                },
                {
                    "start": 385.48,
                    "end": 385.74,
                    "word": " Pretty",
                    "probability": 0.73828125
                },
                {
                    "start": 385.74,
                    "end": 386.02,
                    "word": " simple",
                    "probability": 0.90869140625
                },
                {
                    "start": 386.02,
                    "end": 386.62,
                    "word": ".",
                    "probability": 0.94140625
                },
                {
                    "start": 387.08,
                    "end": 387.4,
                    "word": " And",
                    "probability": 0.86328125
                },
                {
                    "start": 387.4,
                    "end": 387.7,
                    "word": " then",
                    "probability": 0.73486328125
                },
                {
                    "start": 387.7,
                    "end": 388.04,
                    "word": " an",
                    "probability": 0.8056640625
                }
            ]
        },
        {
            "id": 64,
            "seek": 37984,
            "start": 388.04,
            "end": 394.34,
            "text": " update comes along, and you have to go and manually log in and update. And then",
            "tokens": [
                51236,
                5623,
                1487,
                2051,
                11,
                293,
                291,
                362,
                281,
                352,
                293,
                16945,
                3565,
                294,
                293,
                5623,
                13,
                400,
                550,
                51556
            ],
            "temperature": 0.0,
            "avg_logprob": -0.27625645313066305,
            "compression_ratio": 1.8584905660377358,
            "no_speech_prob": 0.3701171875,
            "words": [
                {
                    "start": 388.04,
                    "end": 388.26,
                    "word": " update",
                    "probability": 0.7783203125
                },
                {
                    "start": 388.26,
                    "end": 388.58,
                    "word": " comes",
                    "probability": 0.8212890625
                },
                {
                    "start": 388.58,
                    "end": 388.96,
                    "word": " along",
                    "probability": 0.890625
                },
                {
                    "start": 388.96,
                    "end": 389.4,
                    "word": ",",
                    "probability": 0.443603515625
                },
                {
                    "start": 389.4,
                    "end": 389.68,
                    "word": " and",
                    "probability": 0.888671875
                },
                {
                    "start": 389.68,
                    "end": 389.8,
                    "word": " you",
                    "probability": 0.89306640625
                },
                {
                    "start": 389.8,
                    "end": 389.92,
                    "word": " have",
                    "probability": 0.8818359375
                },
                {
                    "start": 389.92,
                    "end": 389.98,
                    "word": " to",
                    "probability": 0.90869140625
                },
                {
                    "start": 389.98,
                    "end": 390.18,
                    "word": " go",
                    "probability": 0.87158203125
                },
                {
                    "start": 390.18,
                    "end": 390.48,
                    "word": " and",
                    "probability": 0.837890625
                },
                {
                    "start": 390.48,
                    "end": 390.9,
                    "word": " manually",
                    "probability": 0.84716796875
                },
                {
                    "start": 390.9,
                    "end": 391.24,
                    "word": " log",
                    "probability": 0.6474609375
                },
                {
                    "start": 391.24,
                    "end": 391.54,
                    "word": " in",
                    "probability": 0.861328125
                },
                {
                    "start": 391.54,
                    "end": 392.06,
                    "word": " and",
                    "probability": 0.82763671875
                },
                {
                    "start": 392.06,
                    "end": 392.52,
                    "word": " update",
                    "probability": 0.80810546875
                },
                {
                    "start": 392.52,
                    "end": 393.12,
                    "word": ".",
                    "probability": 0.83447265625
                },
                {
                    "start": 393.56,
                    "end": 393.98,
                    "word": " And",
                    "probability": 0.8720703125
                },
                {
                    "start": 393.98,
                    "end": 394.34,
                    "word": " then",
                    "probability": 0.720703125
                }
            ]
        },
        {
            "id": 65,
            "seek": 37984,
            "start": 394.34,
            "end": 400.32,
            "text": " the security patch comes along, and you have to go log in and update. And this",
            "tokens": [
                51556,
                264,
                3825,
                9972,
                1487,
                2051,
                11,
                293,
                291,
                362,
                281,
                352,
                3565,
                294,
                293,
                5623,
                13,
                400,
                341,
                51850
            ],
            "temperature": 0.0,
            "avg_logprob": -0.27625645313066305,
            "compression_ratio": 1.8584905660377358,
            "no_speech_prob": 0.3701171875,
            "words": [
                {
                    "start": 394.34,
                    "end": 394.58,
                    "word": " the",
                    "probability": 0.59326171875
                },
                {
                    "start": 394.58,
                    "end": 395.0,
                    "word": " security",
                    "probability": 0.90185546875
                },
                {
                    "start": 395.0,
                    "end": 395.72,
                    "word": " patch",
                    "probability": 0.830078125
                },
                {
                    "start": 395.72,
                    "end": 396.0,
                    "word": " comes",
                    "probability": 0.81640625
                },
                {
                    "start": 396.0,
                    "end": 396.3,
                    "word": " along",
                    "probability": 0.8759765625
                },
                {
                    "start": 396.3,
                    "end": 396.38,
                    "word": ",",
                    "probability": 0.560546875
                },
                {
                    "start": 396.38,
                    "end": 396.46,
                    "word": " and",
                    "probability": 0.884765625
                },
                {
                    "start": 396.46,
                    "end": 396.54,
                    "word": " you",
                    "probability": 0.89404296875
                },
                {
                    "start": 396.54,
                    "end": 396.66,
                    "word": " have",
                    "probability": 0.8857421875
                },
                {
                    "start": 396.66,
                    "end": 396.74,
                    "word": " to",
                    "probability": 0.9091796875
                },
                {
                    "start": 396.74,
                    "end": 396.92,
                    "word": " go",
                    "probability": 0.87255859375
                },
                {
                    "start": 396.92,
                    "end": 397.88,
                    "word": " log",
                    "probability": 0.65869140625
                },
                {
                    "start": 397.88,
                    "end": 398.1,
                    "word": " in",
                    "probability": 0.892578125
                },
                {
                    "start": 398.1,
                    "end": 398.24,
                    "word": " and",
                    "probability": 0.88232421875
                },
                {
                    "start": 398.24,
                    "end": 398.56,
                    "word": " update",
                    "probability": 0.7841796875
                },
                {
                    "start": 398.56,
                    "end": 399.16,
                    "word": ".",
                    "probability": 0.9580078125
                },
                {
                    "start": 399.5,
                    "end": 399.94,
                    "word": " And",
                    "probability": 0.8623046875
                },
                {
                    "start": 399.94,
                    "end": 400.32,
                    "word": " this",
                    "probability": 0.875
                }
            ]
        },
        {
            "id": 66,
            "seek": 40694,
            "start": 400.32,
            "end": 406.52,
            "text": " manual logging in and updating is going to be a real problem for detecting",
            "tokens": [
                50364,
                9688,
                27991,
                294,
                293,
                25113,
                307,
                516,
                281,
                312,
                257,
                957,
                1154,
                337,
                40237,
                50688
            ],
            "temperature": 0.0,
            "avg_logprob": -0.21920955575564327,
            "compression_ratio": 1.5204081632653061,
            "no_speech_prob": 0.0006165504455566406,
            "words": [
                {
                    "start": 400.32,
                    "end": 400.86,
                    "word": " manual",
                    "probability": 0.77294921875
                },
                {
                    "start": 400.86,
                    "end": 401.32,
                    "word": " logging",
                    "probability": 0.71923828125
                },
                {
                    "start": 401.32,
                    "end": 401.58,
                    "word": " in",
                    "probability": 0.89404296875
                },
                {
                    "start": 401.58,
                    "end": 401.74,
                    "word": " and",
                    "probability": 0.88134765625
                },
                {
                    "start": 401.74,
                    "end": 402.18,
                    "word": " updating",
                    "probability": 0.888671875
                },
                {
                    "start": 402.18,
                    "end": 403.54,
                    "word": " is",
                    "probability": 0.78076171875
                },
                {
                    "start": 403.54,
                    "end": 403.76,
                    "word": " going",
                    "probability": 0.857421875
                },
                {
                    "start": 403.76,
                    "end": 403.94,
                    "word": " to",
                    "probability": 0.90673828125
                },
                {
                    "start": 403.94,
                    "end": 404.22,
                    "word": " be",
                    "probability": 0.904296875
                },
                {
                    "start": 404.84,
                    "end": 405.06,
                    "word": " a real",
                    "probability": 0.8876953125
                },
                {
                    "start": 405.06,
                    "end": 405.62,
                    "word": " problem",
                    "probability": 0.75439453125
                },
                {
                    "start": 405.62,
                    "end": 405.98,
                    "word": " for",
                    "probability": 0.8984375
                },
                {
                    "start": 405.98,
                    "end": 406.52,
                    "word": " detecting",
                    "probability": 0.783203125
                }
            ]
        },
        {
            "id": 67,
            "seek": 40694,
            "start": 406.52,
            "end": 412.54,
            "text": " lateral movement. So what does traditional lateral movement look like?",
            "tokens": [
                50694,
                25128,
                3963,
                13,
                407,
                437,
                775,
                5164,
                25128,
                3963,
                574,
                411,
                30,
                50956
            ],
            "temperature": 0.0,
            "avg_logprob": -0.21920955575564327,
            "compression_ratio": 1.5204081632653061,
            "no_speech_prob": 0.0006165504455566406,
            "words": [
                {
                    "start": 406.52,
                    "end": 407.28,
                    "word": " lateral",
                    "probability": 0.81396484375
                },
                {
                    "start": 407.28,
                    "end": 407.76,
                    "word": " movement",
                    "probability": 0.85400390625
                },
                {
                    "start": 407.76,
                    "end": 408.56,
                    "word": ".",
                    "probability": 0.96728515625
                },
                {
                    "start": 409.32,
                    "end": 410.12,
                    "word": " So",
                    "probability": 0.8486328125
                },
                {
                    "start": 410.12,
                    "end": 410.24,
                    "word": " what",
                    "probability": 0.7607421875
                },
                {
                    "start": 410.24,
                    "end": 410.36,
                    "word": " does",
                    "probability": 0.85888671875
                },
                {
                    "start": 410.36,
                    "end": 410.82,
                    "word": " traditional",
                    "probability": 0.68896484375
                },
                {
                    "start": 410.82,
                    "end": 411.18,
                    "word": " lateral",
                    "probability": 0.8212890625
                },
                {
                    "start": 411.18,
                    "end": 411.56,
                    "word": " movement",
                    "probability": 0.86279296875
                },
                {
                    "start": 411.56,
                    "end": 411.86,
                    "word": " look",
                    "probability": 0.92041015625
                },
                {
                    "start": 411.86,
                    "end": 412.14,
                    "word": " like",
                    "probability": 0.88037109375
                },
                {
                    "start": 412.14,
                    "end": 412.54,
                    "word": "?",
                    "probability": 0.986328125
                }
            ]
        },
        {
            "id": 68,
            "seek": 40694,
            "start": 414.84,
            "end": 419.78,
            "text": " Because they're logging in to do configuration and updates all the time,",
            "tokens": [
                51114,
                1436,
                436,
                434,
                27991,
                294,
                281,
                360,
                11694,
                293,
                9205,
                439,
                264,
                565,
                11,
                51326
            ],
            "temperature": 0.0,
            "avg_logprob": -0.21920955575564327,
            "compression_ratio": 1.5204081632653061,
            "no_speech_prob": 0.0006165504455566406,
            "words": [
                {
                    "start": 414.84,
                    "end": 415.64,
                    "word": " Because",
                    "probability": 0.9052734375
                },
                {
                    "start": 415.64,
                    "end": 416.12,
                    "word": " they're",
                    "probability": 0.837890625
                },
                {
                    "start": 416.12,
                    "end": 416.42,
                    "word": " logging",
                    "probability": 0.70751953125
                },
                {
                    "start": 416.42,
                    "end": 416.92,
                    "word": " in",
                    "probability": 0.90576171875
                },
                {
                    "start": 416.92,
                    "end": 417.3,
                    "word": " to",
                    "probability": 0.90478515625
                },
                {
                    "start": 417.3,
                    "end": 417.5,
                    "word": " do",
                    "probability": 0.90673828125
                },
                {
                    "start": 417.5,
                    "end": 418.06,
                    "word": " configuration",
                    "probability": 0.85009765625
                },
                {
                    "start": 418.06,
                    "end": 418.5,
                    "word": " and",
                    "probability": 0.88671875
                },
                {
                    "start": 418.5,
                    "end": 418.86,
                    "word": " updates",
                    "probability": 0.8203125
                },
                {
                    "start": 418.86,
                    "end": 419.02,
                    "word": " all",
                    "probability": 0.8974609375
                },
                {
                    "start": 419.02,
                    "end": 419.14,
                    "word": " the",
                    "probability": 0.81494140625
                },
                {
                    "start": 419.14,
                    "end": 419.46,
                    "word": " time",
                    "probability": 0.80419921875
                },
                {
                    "start": 419.46,
                    "end": 419.78,
                    "word": ",",
                    "probability": 0.93896484375
                }
            ]
        },
        {
            "id": 69,
            "seek": 40694,
            "start": 419.78,
            "end": 427.42,
            "text": " Ops has highly privileged credentials. This might take the form of SSH keys, or",
            "tokens": [
                51330,
                422,
                1878,
                575,
                5405,
                25293,
                27404,
                13,
                639,
                1062,
                747,
                264,
                1254,
                295,
                12238,
                39,
                9317,
                11,
                420,
                51722
            ],
            "temperature": 0.0,
            "avg_logprob": -0.21920955575564327,
            "compression_ratio": 1.5204081632653061,
            "no_speech_prob": 0.0006165504455566406,
            "words": [
                {
                    "start": 419.78,
                    "end": 419.98,
                    "word": " Ops",
                    "probability": 0.7021484375
                },
                {
                    "start": 419.98,
                    "end": 420.38,
                    "word": " has",
                    "probability": 0.89892578125
                },
                {
                    "start": 420.38,
                    "end": 420.98,
                    "word": " highly",
                    "probability": 0.87158203125
                },
                {
                    "start": 420.98,
                    "end": 421.48,
                    "word": " privileged",
                    "probability": 0.63720703125
                },
                {
                    "start": 421.48,
                    "end": 422.06,
                    "word": " credentials",
                    "probability": 0.7626953125
                },
                {
                    "start": 422.06,
                    "end": 422.86,
                    "word": ".",
                    "probability": 0.99365234375
                },
                {
                    "start": 423.34,
                    "end": 424.12,
                    "word": " This",
                    "probability": 0.8125
                },
                {
                    "start": 424.12,
                    "end": 424.34,
                    "word": " might",
                    "probability": 0.81591796875
                },
                {
                    "start": 424.34,
                    "end": 424.56,
                    "word": " take",
                    "probability": 0.8095703125
                },
                {
                    "start": 424.56,
                    "end": 424.74,
                    "word": " the",
                    "probability": 0.81396484375
                },
                {
                    "start": 424.74,
                    "end": 425.14,
                    "word": " form",
                    "probability": 0.8173828125
                },
                {
                    "start": 425.14,
                    "end": 425.64,
                    "word": " of",
                    "probability": 0.90625
                },
                {
                    "start": 425.64,
                    "end": 426.24,
                    "word": " SSH",
                    "probability": 0.92822265625
                },
                {
                    "start": 426.24,
                    "end": 426.76,
                    "word": " keys",
                    "probability": 0.81689453125
                },
                {
                    "start": 426.76,
                    "end": 427.14,
                    "word": ",",
                    "probability": 0.125732421875
                },
                {
                    "start": 427.14,
                    "end": 427.42,
                    "word": " or",
                    "probability": 0.9140625
                }
            ]
        },
        {
            "id": 70,
            "seek": 43368,
            "start": 427.42,
            "end": 434.8,
            "text": " API tokens. And oftentimes, they're stored in plain text on their employee",
            "tokens": [
                50364,
                9362,
                22667,
                13,
                400,
                18349,
                11,
                436,
                434,
                12187,
                294,
                11121,
                2487,
                322,
                641,
                10738,
                50732
            ],
            "temperature": 0.0,
            "avg_logprob": -0.2051583904109589,
            "compression_ratio": 1.4780487804878049,
            "no_speech_prob": 0.06854248046875,
            "words": [
                {
                    "start": 427.42,
                    "end": 427.8,
                    "word": " API",
                    "probability": 0.2193603515625
                },
                {
                    "start": 427.8,
                    "end": 428.42,
                    "word": " tokens",
                    "probability": 0.74853515625
                },
                {
                    "start": 428.42,
                    "end": 429.18,
                    "word": ".",
                    "probability": 0.27490234375
                },
                {
                    "start": 430.48,
                    "end": 430.7,
                    "word": " And",
                    "probability": 0.7861328125
                },
                {
                    "start": 430.7,
                    "end": 431.54,
                    "word": " oftentimes",
                    "probability": 0.5966796875
                },
                {
                    "start": 431.54,
                    "end": 432.26,
                    "word": ",",
                    "probability": 0.30517578125
                },
                {
                    "start": 432.26,
                    "end": 432.44,
                    "word": " they're",
                    "probability": 0.834228515625
                },
                {
                    "start": 432.44,
                    "end": 432.96,
                    "word": " stored",
                    "probability": 0.73486328125
                },
                {
                    "start": 432.96,
                    "end": 433.2,
                    "word": " in",
                    "probability": 0.900390625
                },
                {
                    "start": 433.2,
                    "end": 433.54,
                    "word": " plain",
                    "probability": 0.91357421875
                },
                {
                    "start": 433.54,
                    "end": 433.92,
                    "word": " text",
                    "probability": 0.77783203125
                },
                {
                    "start": 433.92,
                    "end": 434.26,
                    "word": " on",
                    "probability": 0.9033203125
                },
                {
                    "start": 434.26,
                    "end": 434.42,
                    "word": " their",
                    "probability": 0.8935546875
                },
                {
                    "start": 434.42,
                    "end": 434.8,
                    "word": " employee",
                    "probability": 0.6318359375
                }
            ]
        },
        {
            "id": 71,
            "seek": 43368,
            "start": 434.8,
            "end": 441.42,
            "text": " workstations. If you've already phished that user, those are really easy and",
            "tokens": [
                50732,
                589,
                372,
                763,
                13,
                759,
                291,
                600,
                1217,
                903,
                4729,
                300,
                4195,
                11,
                729,
                366,
                534,
                1858,
                293,
                51060
            ],
            "temperature": 0.0,
            "avg_logprob": -0.2051583904109589,
            "compression_ratio": 1.4780487804878049,
            "no_speech_prob": 0.06854248046875,
            "words": [
                {
                    "start": 434.8,
                    "end": 435.54,
                    "word": " workstations",
                    "probability": 0.9244791666666666
                },
                {
                    "start": 435.54,
                    "end": 436.3,
                    "word": ".",
                    "probability": 0.98291015625
                },
                {
                    "start": 436.54,
                    "end": 436.84,
                    "word": " If",
                    "probability": 0.88525390625
                },
                {
                    "start": 436.84,
                    "end": 437.08,
                    "word": " you've",
                    "probability": 0.920166015625
                },
                {
                    "start": 437.08,
                    "end": 437.42,
                    "word": " already",
                    "probability": 0.82958984375
                },
                {
                    "start": 437.42,
                    "end": 437.84,
                    "word": " phished",
                    "probability": 0.90087890625
                },
                {
                    "start": 437.84,
                    "end": 438.36,
                    "word": " that",
                    "probability": 0.88134765625
                },
                {
                    "start": 438.36,
                    "end": 438.76,
                    "word": " user",
                    "probability": 0.8134765625
                },
                {
                    "start": 438.76,
                    "end": 439.38,
                    "word": ",",
                    "probability": 0.93896484375
                },
                {
                    "start": 439.38,
                    "end": 439.98,
                    "word": " those",
                    "probability": 0.8349609375
                },
                {
                    "start": 439.98,
                    "end": 440.16,
                    "word": " are",
                    "probability": 0.892578125
                },
                {
                    "start": 440.16,
                    "end": 440.5,
                    "word": " really",
                    "probability": 0.765625
                },
                {
                    "start": 440.5,
                    "end": 440.98,
                    "word": " easy",
                    "probability": 0.7998046875
                },
                {
                    "start": 440.98,
                    "end": 441.42,
                    "word": " and",
                    "probability": 0.86376953125
                }
            ]
        },
        {
            "id": 72,
            "seek": 43368,
            "start": 441.42,
            "end": 446.98,
            "text": " really juicy targets to steal those credentials and move further into the",
            "tokens": [
                51060,
                534,
                24696,
                12911,
                281,
                11009,
                729,
                27404,
                293,
                1286,
                3052,
                666,
                264,
                51336
            ],
            "temperature": 0.0,
            "avg_logprob": -0.2051583904109589,
            "compression_ratio": 1.4780487804878049,
            "no_speech_prob": 0.06854248046875,
            "words": [
                {
                    "start": 441.42,
                    "end": 441.7,
                    "word": " really",
                    "probability": 0.70849609375
                },
                {
                    "start": 441.7,
                    "end": 441.98,
                    "word": " juicy",
                    "probability": 0.92578125
                },
                {
                    "start": 441.98,
                    "end": 442.48,
                    "word": " targets",
                    "probability": 0.6650390625
                },
                {
                    "start": 442.48,
                    "end": 442.86,
                    "word": " to",
                    "probability": 0.90185546875
                },
                {
                    "start": 442.86,
                    "end": 444.36,
                    "word": " steal",
                    "probability": 0.822265625
                },
                {
                    "start": 444.36,
                    "end": 444.62,
                    "word": " those",
                    "probability": 0.84716796875
                },
                {
                    "start": 444.62,
                    "end": 445.04,
                    "word": " credentials",
                    "probability": 0.77783203125
                },
                {
                    "start": 445.04,
                    "end": 445.48,
                    "word": " and",
                    "probability": 0.88037109375
                },
                {
                    "start": 445.48,
                    "end": 445.74,
                    "word": " move",
                    "probability": 0.900390625
                },
                {
                    "start": 445.74,
                    "end": 446.48,
                    "word": " further",
                    "probability": 0.8623046875
                },
                {
                    "start": 446.48,
                    "end": 446.8,
                    "word": " into",
                    "probability": 0.7275390625
                },
                {
                    "start": 446.8,
                    "end": 446.98,
                    "word": " the",
                    "probability": 0.81396484375
                }
            ]
        },
        {
            "id": 73,
            "seek": 43368,
            "start": 446.98,
            "end": 456.59,
            "text": " environment. All right, so that sounds like it's a problem. What is this zero",
            "tokens": [
                51336,
                2823,
                13,
                1057,
                558,
                11,
                370,
                300,
                3263,
                411,
                309,
                311,
                257,
                1154,
                13,
                708,
                307,
                341,
                4018,
                51700
            ],
            "temperature": 0.0,
            "avg_logprob": -0.2051583904109589,
            "compression_ratio": 1.4780487804878049,
            "no_speech_prob": 0.06854248046875,
            "words": [
                {
                    "start": 446.98,
                    "end": 447.42,
                    "word": " environment",
                    "probability": 0.7490234375
                },
                {
                    "start": 447.42,
                    "end": 448.18,
                    "word": ".",
                    "probability": 0.99609375
                },
                {
                    "start": 451.23,
                    "end": 451.85,
                    "word": " All",
                    "probability": 0.685546875
                },
                {
                    "start": 451.85,
                    "end": 451.99,
                    "word": " right",
                    "probability": 0.8818359375
                },
                {
                    "start": 451.99,
                    "end": 452.01,
                    "word": ",",
                    "probability": 0.51953125
                },
                {
                    "start": 452.01,
                    "end": 452.33,
                    "word": " so",
                    "probability": 0.89404296875
                },
                {
                    "start": 452.33,
                    "end": 453.33,
                    "word": " that",
                    "probability": 0.67236328125
                },
                {
                    "start": 453.33,
                    "end": 453.53,
                    "word": " sounds",
                    "probability": 0.736328125
                },
                {
                    "start": 453.53,
                    "end": 453.67,
                    "word": " like",
                    "probability": 0.87744140625
                },
                {
                    "start": 453.67,
                    "end": 453.79,
                    "word": " it's",
                    "probability": 0.945068359375
                },
                {
                    "start": 453.89,
                    "end": 454.15,
                    "word": " a problem",
                    "probability": 0.76171875
                },
                {
                    "start": 454.15,
                    "end": 454.91,
                    "word": ".",
                    "probability": 0.9736328125
                },
                {
                    "start": 455.19,
                    "end": 455.63,
                    "word": " What",
                    "probability": 0.806640625
                },
                {
                    "start": 455.63,
                    "end": 455.79,
                    "word": " is",
                    "probability": 0.90625
                },
                {
                    "start": 455.79,
                    "end": 456.09,
                    "word": " this",
                    "probability": 0.8798828125
                },
                {
                    "start": 456.09,
                    "end": 456.59,
                    "word": " zero",
                    "probability": 0.5205078125
                }
            ]
        },
        {
            "id": 74,
            "seek": 46214,
            "start": 456.59,
            "end": 464.31,
            "text": " touch concept? Google defined zero touch networking and zero touch production. And",
            "tokens": [
                50366,
                2557,
                3410,
                30,
                3329,
                7642,
                4018,
                2557,
                17985,
                293,
                4018,
                2557,
                4265,
                13,
                400,
                50748
            ],
            "temperature": 0.0,
            "avg_logprob": -0.2249540454324554,
            "compression_ratio": 1.6173469387755102,
            "no_speech_prob": 0.158203125,
            "words": [
                {
                    "start": 456.59,
                    "end": 456.97,
                    "word": " touch",
                    "probability": 0.28759765625
                },
                {
                    "start": 456.97,
                    "end": 457.57,
                    "word": " concept",
                    "probability": 0.7275390625
                },
                {
                    "start": 457.57,
                    "end": 458.31,
                    "word": "?",
                    "probability": 0.009521484375
                },
                {
                    "start": 459.01,
                    "end": 459.75,
                    "word": " Google",
                    "probability": 0.841796875
                },
                {
                    "start": 459.75,
                    "end": 460.65,
                    "word": " defined",
                    "probability": 0.7080078125
                },
                {
                    "start": 460.65,
                    "end": 461.09,
                    "word": " zero",
                    "probability": 0.69287109375
                },
                {
                    "start": 461.09,
                    "end": 461.33,
                    "word": " touch",
                    "probability": 0.6806640625
                },
                {
                    "start": 461.33,
                    "end": 461.77,
                    "word": " networking",
                    "probability": 0.7001953125
                },
                {
                    "start": 461.77,
                    "end": 462.07,
                    "word": " and",
                    "probability": 0.86865234375
                },
                {
                    "start": 462.07,
                    "end": 462.33,
                    "word": " zero",
                    "probability": 0.7744140625
                },
                {
                    "start": 462.33,
                    "end": 462.59,
                    "word": " touch",
                    "probability": 0.7724609375
                },
                {
                    "start": 462.59,
                    "end": 463.15,
                    "word": " production",
                    "probability": 0.85400390625
                },
                {
                    "start": 463.15,
                    "end": 463.89,
                    "word": ".",
                    "probability": 0.36279296875
                },
                {
                    "start": 464.03,
                    "end": 464.31,
                    "word": " And",
                    "probability": 0.796875
                }
            ]
        },
        {
            "id": 75,
            "seek": 46214,
            "start": 464.31,
            "end": 469.27,
            "text": " they've given several presentations on what that means to them and how they've",
            "tokens": [
                50748,
                436,
                600,
                2212,
                2940,
                18964,
                322,
                437,
                300,
                1355,
                281,
                552,
                293,
                577,
                436,
                600,
                50994
            ],
            "temperature": 0.0,
            "avg_logprob": -0.2249540454324554,
            "compression_ratio": 1.6173469387755102,
            "no_speech_prob": 0.158203125,
            "words": [
                {
                    "start": 464.31,
                    "end": 464.53,
                    "word": " they've",
                    "probability": 0.81689453125
                },
                {
                    "start": 464.53,
                    "end": 464.73,
                    "word": " given",
                    "probability": 0.80419921875
                },
                {
                    "start": 464.73,
                    "end": 465.09,
                    "word": " several",
                    "probability": 0.8251953125
                },
                {
                    "start": 465.09,
                    "end": 465.67,
                    "word": " presentations",
                    "probability": 0.7919921875
                },
                {
                    "start": 465.67,
                    "end": 466.47,
                    "word": " on",
                    "probability": 0.90673828125
                },
                {
                    "start": 466.47,
                    "end": 467.63,
                    "word": " what",
                    "probability": 0.875
                },
                {
                    "start": 467.63,
                    "end": 467.89,
                    "word": " that",
                    "probability": 0.87939453125
                },
                {
                    "start": 467.89,
                    "end": 468.19,
                    "word": " means",
                    "probability": 0.87939453125
                },
                {
                    "start": 468.19,
                    "end": 468.37,
                    "word": " to",
                    "probability": 0.90283203125
                },
                {
                    "start": 468.37,
                    "end": 468.61,
                    "word": " them",
                    "probability": 0.73974609375
                },
                {
                    "start": 468.61,
                    "end": 468.75,
                    "word": " and",
                    "probability": 0.7802734375
                },
                {
                    "start": 468.75,
                    "end": 468.99,
                    "word": " how",
                    "probability": 0.904296875
                },
                {
                    "start": 468.99,
                    "end": 469.27,
                    "word": " they've",
                    "probability": 0.83935546875
                }
            ]
        },
        {
            "id": 76,
            "seek": 46214,
            "start": 469.27,
            "end": 476.91,
            "text": " implemented it in their environment. Overall, it's about how we can abstract",
            "tokens": [
                50994,
                12270,
                309,
                294,
                641,
                2823,
                13,
                18420,
                11,
                309,
                311,
                466,
                577,
                321,
                393,
                12649,
                51382
            ],
            "temperature": 0.0,
            "avg_logprob": -0.2249540454324554,
            "compression_ratio": 1.6173469387755102,
            "no_speech_prob": 0.158203125,
            "words": [
                {
                    "start": 469.27,
                    "end": 469.65,
                    "word": " implemented",
                    "probability": 0.69384765625
                },
                {
                    "start": 469.65,
                    "end": 469.93,
                    "word": " it",
                    "probability": 0.900390625
                },
                {
                    "start": 469.93,
                    "end": 470.17,
                    "word": " in",
                    "probability": 0.908203125
                },
                {
                    "start": 470.17,
                    "end": 470.37,
                    "word": " their",
                    "probability": 0.89794921875
                },
                {
                    "start": 470.37,
                    "end": 470.87,
                    "word": " environment",
                    "probability": 0.76904296875
                },
                {
                    "start": 470.87,
                    "end": 471.61,
                    "word": ".",
                    "probability": 0.98828125
                },
                {
                    "start": 472.35,
                    "end": 473.09,
                    "word": " Overall",
                    "probability": 0.767578125
                },
                {
                    "start": 473.09,
                    "end": 473.41,
                    "word": ",",
                    "probability": 0.79052734375
                },
                {
                    "start": 473.41,
                    "end": 474.31,
                    "word": " it's",
                    "probability": 0.950439453125
                },
                {
                    "start": 474.31,
                    "end": 474.71,
                    "word": " about",
                    "probability": 0.822265625
                },
                {
                    "start": 474.71,
                    "end": 475.29,
                    "word": " how",
                    "probability": 0.908203125
                },
                {
                    "start": 475.29,
                    "end": 475.53,
                    "word": " we",
                    "probability": 0.9033203125
                },
                {
                    "start": 475.53,
                    "end": 475.83,
                    "word": " can",
                    "probability": 0.892578125
                },
                {
                    "start": 475.83,
                    "end": 476.91,
                    "word": " abstract",
                    "probability": 0.71630859375
                }
            ]
        },
        {
            "id": 77,
            "seek": 46214,
            "start": 476.91,
            "end": 485.05,
            "text": " away managing the production environment, so that we're not doing those manual",
            "tokens": [
                51384,
                1314,
                11642,
                264,
                4265,
                2823,
                11,
                370,
                300,
                321,
                434,
                406,
                884,
                729,
                9688,
                51790
            ],
            "temperature": 0.0,
            "avg_logprob": -0.2249540454324554,
            "compression_ratio": 1.6173469387755102,
            "no_speech_prob": 0.158203125,
            "words": [
                {
                    "start": 476.91,
                    "end": 477.57,
                    "word": " away",
                    "probability": 0.69775390625
                },
                {
                    "start": 477.57,
                    "end": 479.89,
                    "word": " managing",
                    "probability": 0.76513671875
                },
                {
                    "start": 479.89,
                    "end": 480.49,
                    "word": " the",
                    "probability": 0.8154296875
                },
                {
                    "start": 480.49,
                    "end": 480.83,
                    "word": " production",
                    "probability": 0.85009765625
                },
                {
                    "start": 480.83,
                    "end": 481.53,
                    "word": " environment",
                    "probability": 0.76318359375
                },
                {
                    "start": 481.53,
                    "end": 481.89,
                    "word": ",",
                    "probability": 0.20361328125
                },
                {
                    "start": 481.89,
                    "end": 482.83,
                    "word": " so",
                    "probability": 0.890625
                },
                {
                    "start": 482.83,
                    "end": 483.13,
                    "word": " that",
                    "probability": 0.87744140625
                },
                {
                    "start": 483.13,
                    "end": 483.69,
                    "word": " we're",
                    "probability": 0.927978515625
                },
                {
                    "start": 483.69,
                    "end": 483.95,
                    "word": " not",
                    "probability": 0.8935546875
                },
                {
                    "start": 483.95,
                    "end": 484.23,
                    "word": " doing",
                    "probability": 0.916015625
                },
                {
                    "start": 484.23,
                    "end": 484.49,
                    "word": " those",
                    "probability": 0.83740234375
                },
                {
                    "start": 484.49,
                    "end": 485.05,
                    "word": " manual",
                    "probability": 0.92041015625
                }
            ]
        },
        {
            "id": 78,
            "seek": 49080,
            "start": 485.05,
            "end": 492.95,
            "text": " logins, change things, configure and update anymore. And while Google is one",
            "tokens": [
                50370,
                3565,
                1292,
                11,
                1319,
                721,
                11,
                22162,
                293,
                5623,
                3602,
                13,
                400,
                1339,
                3329,
                307,
                472,
                50760
            ],
            "temperature": 0.0,
            "avg_logprob": -0.20202323679740614,
            "compression_ratio": 1.5388349514563107,
            "no_speech_prob": 0.06951904296875,
            "words": [
                {
                    "start": 485.05,
                    "end": 485.81,
                    "word": " logins",
                    "probability": 0.48297119140625
                },
                {
                    "start": 485.81,
                    "end": 486.29,
                    "word": ",",
                    "probability": 0.488037109375
                },
                {
                    "start": 486.29,
                    "end": 487.15,
                    "word": " change",
                    "probability": 0.75341796875
                },
                {
                    "start": 487.15,
                    "end": 487.49,
                    "word": " things",
                    "probability": 0.73486328125
                },
                {
                    "start": 487.49,
                    "end": 487.61,
                    "word": ",",
                    "probability": 0.939453125
                },
                {
                    "start": 487.61,
                    "end": 488.01,
                    "word": " configure",
                    "probability": 0.857421875
                },
                {
                    "start": 488.01,
                    "end": 488.27,
                    "word": " and",
                    "probability": 0.5478515625
                },
                {
                    "start": 488.27,
                    "end": 488.63,
                    "word": " update",
                    "probability": 0.8056640625
                },
                {
                    "start": 488.63,
                    "end": 489.15,
                    "word": " anymore",
                    "probability": 0.70068359375
                },
                {
                    "start": 489.15,
                    "end": 489.87,
                    "word": ".",
                    "probability": 0.87353515625
                },
                {
                    "start": 490.53,
                    "end": 490.85,
                    "word": " And",
                    "probability": 0.736328125
                },
                {
                    "start": 490.85,
                    "end": 491.17,
                    "word": " while",
                    "probability": 0.9091796875
                },
                {
                    "start": 491.17,
                    "end": 491.73,
                    "word": " Google",
                    "probability": 0.85888671875
                },
                {
                    "start": 491.73,
                    "end": 492.75,
                    "word": " is",
                    "probability": 0.90576171875
                },
                {
                    "start": 492.75,
                    "end": 492.95,
                    "word": " one",
                    "probability": 0.822265625
                }
            ]
        },
        {
            "id": 79,
            "seek": 49080,
            "start": 492.95,
            "end": 498.03,
            "text": " of the only companies to use the zero touch nomenclature, a lot of companies do",
            "tokens": [
                50760,
                295,
                264,
                787,
                3431,
                281,
                764,
                264,
                4018,
                2557,
                297,
                4726,
                3474,
                1503,
                11,
                257,
                688,
                295,
                3431,
                360,
                51014
            ],
            "temperature": 0.0,
            "avg_logprob": -0.20202323679740614,
            "compression_ratio": 1.5388349514563107,
            "no_speech_prob": 0.06951904296875,
            "words": [
                {
                    "start": 492.95,
                    "end": 493.05,
                    "word": " of",
                    "probability": 0.90087890625
                },
                {
                    "start": 493.05,
                    "end": 493.15,
                    "word": " the",
                    "probability": 0.81591796875
                },
                {
                    "start": 493.15,
                    "end": 493.33,
                    "word": " only",
                    "probability": 0.845703125
                },
                {
                    "start": 493.33,
                    "end": 493.71,
                    "word": " companies",
                    "probability": 0.8193359375
                },
                {
                    "start": 493.71,
                    "end": 493.97,
                    "word": " to",
                    "probability": 0.8974609375
                },
                {
                    "start": 493.97,
                    "end": 494.51,
                    "word": " use",
                    "probability": 0.81396484375
                },
                {
                    "start": 494.51,
                    "end": 494.79,
                    "word": " the",
                    "probability": 0.7333984375
                },
                {
                    "start": 494.79,
                    "end": 495.13,
                    "word": " zero",
                    "probability": 0.4912109375
                },
                {
                    "start": 495.13,
                    "end": 495.53,
                    "word": " touch",
                    "probability": 0.56005859375
                },
                {
                    "start": 495.53,
                    "end": 496.27,
                    "word": " nomenclature",
                    "probability": 0.954345703125
                },
                {
                    "start": 496.27,
                    "end": 496.75,
                    "word": ",",
                    "probability": 0.8251953125
                },
                {
                    "start": 497.03,
                    "end": 497.25,
                    "word": " a lot",
                    "probability": 0.896484375
                },
                {
                    "start": 497.25,
                    "end": 497.39,
                    "word": " of",
                    "probability": 0.90380859375
                },
                {
                    "start": 497.39,
                    "end": 497.77,
                    "word": " companies",
                    "probability": 0.81640625
                },
                {
                    "start": 497.77,
                    "end": 498.03,
                    "word": " do",
                    "probability": 0.91015625
                }
            ]
        },
        {
            "id": 80,
            "seek": 49080,
            "start": 498.03,
            "end": 504.63,
            "text": " this. Often, it's just a result of being very mature in their DevOps practices,",
            "tokens": [
                51014,
                341,
                13,
                20043,
                11,
                309,
                311,
                445,
                257,
                1874,
                295,
                885,
                588,
                14442,
                294,
                641,
                43051,
                7525,
                11,
                51338
            ],
            "temperature": 0.0,
            "avg_logprob": -0.20202323679740614,
            "compression_ratio": 1.5388349514563107,
            "no_speech_prob": 0.06951904296875,
            "words": [
                {
                    "start": 498.03,
                    "end": 498.39,
                    "word": " this",
                    "probability": 0.873046875
                },
                {
                    "start": 498.39,
                    "end": 499.11,
                    "word": ".",
                    "probability": 0.9111328125
                },
                {
                    "start": 499.19,
                    "end": 499.57,
                    "word": " Often",
                    "probability": 0.78564453125
                },
                {
                    "start": 499.57,
                    "end": 500.17,
                    "word": ",",
                    "probability": 0.288330078125
                },
                {
                    "start": 500.17,
                    "end": 500.73,
                    "word": " it's",
                    "probability": 0.935546875
                },
                {
                    "start": 500.73,
                    "end": 500.99,
                    "word": " just",
                    "probability": 0.88037109375
                },
                {
                    "start": 501.23,
                    "end": 501.63,
                    "word": " a result",
                    "probability": 0.82861328125
                },
                {
                    "start": 501.63,
                    "end": 501.91,
                    "word": " of",
                    "probability": 0.9052734375
                },
                {
                    "start": 501.91,
                    "end": 502.19,
                    "word": " being",
                    "probability": 0.87646484375
                },
                {
                    "start": 502.19,
                    "end": 502.51,
                    "word": " very",
                    "probability": 0.73828125
                },
                {
                    "start": 502.51,
                    "end": 502.87,
                    "word": " mature",
                    "probability": 0.81591796875
                },
                {
                    "start": 502.87,
                    "end": 503.07,
                    "word": " in",
                    "probability": 0.90185546875
                },
                {
                    "start": 503.07,
                    "end": 503.25,
                    "word": " their",
                    "probability": 0.8759765625
                },
                {
                    "start": 503.25,
                    "end": 503.59,
                    "word": " DevOps",
                    "probability": 0.72509765625
                },
                {
                    "start": 503.59,
                    "end": 504.19,
                    "word": " practices",
                    "probability": 0.82470703125
                },
                {
                    "start": 504.19,
                    "end": 504.63,
                    "word": ",",
                    "probability": 0.28857421875
                }
            ]
        },
        {
            "id": 81,
            "seek": 49080,
            "start": 504.63,
            "end": 513.71,
            "text": " that everything is handled by automation, rather than human users. So zero touch",
            "tokens": [
                51350,
                300,
                1203,
                307,
                18033,
                538,
                17769,
                11,
                2831,
                813,
                1952,
                5022,
                13,
                407,
                4018,
                2557,
                51800
            ],
            "temperature": 0.0,
            "avg_logprob": -0.20202323679740614,
            "compression_ratio": 1.5388349514563107,
            "no_speech_prob": 0.06951904296875,
            "words": [
                {
                    "start": 504.63,
                    "end": 504.99,
                    "word": " that",
                    "probability": 0.8701171875
                },
                {
                    "start": 504.99,
                    "end": 505.35,
                    "word": " everything",
                    "probability": 0.87548828125
                },
                {
                    "start": 505.35,
                    "end": 505.61,
                    "word": " is",
                    "probability": 0.90771484375
                },
                {
                    "start": 505.61,
                    "end": 505.95,
                    "word": " handled",
                    "probability": 0.74365234375
                },
                {
                    "start": 505.95,
                    "end": 506.21,
                    "word": " by",
                    "probability": 0.91650390625
                },
                {
                    "start": 506.21,
                    "end": 506.81,
                    "word": " automation",
                    "probability": 0.869140625
                },
                {
                    "start": 506.81,
                    "end": 507.17,
                    "word": ",",
                    "probability": 0.300048828125
                },
                {
                    "start": 507.17,
                    "end": 507.87,
                    "word": " rather",
                    "probability": 0.80859375
                },
                {
                    "start": 507.87,
                    "end": 508.37,
                    "word": " than",
                    "probability": 0.8828125
                },
                {
                    "start": 508.37,
                    "end": 509.07,
                    "word": " human",
                    "probability": 0.79443359375
                },
                {
                    "start": 509.07,
                    "end": 509.51,
                    "word": " users",
                    "probability": 0.83544921875
                },
                {
                    "start": 509.51,
                    "end": 510.23,
                    "word": ".",
                    "probability": 0.99462890625
                },
                {
                    "start": 512.19,
                    "end": 512.91,
                    "word": " So",
                    "probability": 0.8876953125
                },
                {
                    "start": 512.91,
                    "end": 513.33,
                    "word": " zero",
                    "probability": 0.461669921875
                },
                {
                    "start": 513.33,
                    "end": 513.71,
                    "word": " touch",
                    "probability": 0.76513671875
                }
            ]
        },
        {
            "id": 82,
            "seek": 51570,
            "start": 513.71,
            "end": 520.01,
            "text": " deployment looks very different. Every change is made by automation and",
            "tokens": [
                50366,
                19317,
                1542,
                588,
                819,
                13,
                2048,
                1319,
                307,
                1027,
                538,
                17769,
                293,
                50678
            ],
            "temperature": 0.0,
            "avg_logprob": -0.20106907835916468,
            "compression_ratio": 1.502439024390244,
            "no_speech_prob": 0.060089111328125,
            "words": [
                {
                    "start": 513.71,
                    "end": 514.23,
                    "word": " deployment",
                    "probability": 0.5244140625
                },
                {
                    "start": 514.23,
                    "end": 514.93,
                    "word": " looks",
                    "probability": 0.70458984375
                },
                {
                    "start": 514.93,
                    "end": 515.19,
                    "word": " very",
                    "probability": 0.72119140625
                },
                {
                    "start": 515.19,
                    "end": 515.57,
                    "word": " different",
                    "probability": 0.69384765625
                },
                {
                    "start": 515.57,
                    "end": 516.33,
                    "word": ".",
                    "probability": 0.9150390625
                },
                {
                    "start": 516.95,
                    "end": 517.29,
                    "word": " Every",
                    "probability": 0.7802734375
                },
                {
                    "start": 517.29,
                    "end": 517.73,
                    "word": " change",
                    "probability": 0.84521484375
                },
                {
                    "start": 517.73,
                    "end": 517.93,
                    "word": " is",
                    "probability": 0.90478515625
                },
                {
                    "start": 517.93,
                    "end": 518.37,
                    "word": " made",
                    "probability": 0.814453125
                },
                {
                    "start": 518.37,
                    "end": 518.85,
                    "word": " by",
                    "probability": 0.919921875
                },
                {
                    "start": 518.85,
                    "end": 519.51,
                    "word": " automation",
                    "probability": 0.86083984375
                },
                {
                    "start": 519.51,
                    "end": 520.01,
                    "word": " and",
                    "probability": 0.85791015625
                }
            ]
        },
        {
            "id": 83,
            "seek": 51570,
            "start": 520.01,
            "end": 527.09,
            "text": " pre-validated. This means no humans logging in. And that's key for our talk",
            "tokens": [
                50678,
                659,
                12,
                3337,
                327,
                770,
                13,
                639,
                1355,
                572,
                6255,
                27991,
                294,
                13,
                400,
                300,
                311,
                2141,
                337,
                527,
                751,
                51034
            ],
            "temperature": 0.0,
            "avg_logprob": -0.20106907835916468,
            "compression_ratio": 1.502439024390244,
            "no_speech_prob": 0.060089111328125,
            "words": [
                {
                    "start": 520.01,
                    "end": 520.33,
                    "word": " pre",
                    "probability": 0.82373046875
                },
                {
                    "start": 520.33,
                    "end": 520.97,
                    "word": "-validated",
                    "probability": 0.890625
                },
                {
                    "start": 520.97,
                    "end": 521.73,
                    "word": ".",
                    "probability": 0.95703125
                },
                {
                    "start": 522.25,
                    "end": 522.51,
                    "word": " This",
                    "probability": 0.77880859375
                },
                {
                    "start": 522.51,
                    "end": 522.89,
                    "word": " means",
                    "probability": 0.88818359375
                },
                {
                    "start": 522.89,
                    "end": 523.41,
                    "word": " no",
                    "probability": 0.8837890625
                },
                {
                    "start": 523.41,
                    "end": 523.81,
                    "word": " humans",
                    "probability": 0.8896484375
                },
                {
                    "start": 523.81,
                    "end": 524.15,
                    "word": " logging",
                    "probability": 0.69384765625
                },
                {
                    "start": 524.15,
                    "end": 524.49,
                    "word": " in",
                    "probability": 0.89990234375
                },
                {
                    "start": 524.49,
                    "end": 524.71,
                    "word": ".",
                    "probability": 0.2025146484375
                },
                {
                    "start": 524.71,
                    "end": 524.77,
                    "word": " And",
                    "probability": 0.75390625
                },
                {
                    "start": 524.77,
                    "end": 525.11,
                    "word": " that's",
                    "probability": 0.928466796875
                },
                {
                    "start": 525.11,
                    "end": 525.59,
                    "word": " key",
                    "probability": 0.82275390625
                },
                {
                    "start": 525.59,
                    "end": 525.95,
                    "word": " for",
                    "probability": 0.89306640625
                },
                {
                    "start": 525.95,
                    "end": 526.35,
                    "word": " our",
                    "probability": 0.81787109375
                },
                {
                    "start": 526.35,
                    "end": 527.09,
                    "word": " talk",
                    "probability": 0.82861328125
                }
            ]
        },
        {
            "id": 84,
            "seek": 51570,
            "start": 527.09,
            "end": 533.57,
            "text": " today. You'll also notice on Google's presentation that there is an exception.",
            "tokens": [
                51034,
                965,
                13,
                509,
                603,
                611,
                3449,
                322,
                3329,
                311,
                5860,
                300,
                456,
                307,
                364,
                11183,
                13,
                51338
            ],
            "temperature": 0.0,
            "avg_logprob": -0.20106907835916468,
            "compression_ratio": 1.502439024390244,
            "no_speech_prob": 0.060089111328125,
            "words": [
                {
                    "start": 527.09,
                    "end": 527.45,
                    "word": " today",
                    "probability": 0.79638671875
                },
                {
                    "start": 527.45,
                    "end": 528.21,
                    "word": ".",
                    "probability": 0.994140625
                },
                {
                    "start": 528.55,
                    "end": 529.31,
                    "word": " You'll",
                    "probability": 0.884765625
                },
                {
                    "start": 529.31,
                    "end": 529.59,
                    "word": " also",
                    "probability": 0.81787109375
                },
                {
                    "start": 529.59,
                    "end": 530.03,
                    "word": " notice",
                    "probability": 0.861328125
                },
                {
                    "start": 530.03,
                    "end": 530.69,
                    "word": " on",
                    "probability": 0.8818359375
                },
                {
                    "start": 530.69,
                    "end": 531.25,
                    "word": " Google's",
                    "probability": 0.925537109375
                },
                {
                    "start": 531.25,
                    "end": 531.67,
                    "word": " presentation",
                    "probability": 0.76123046875
                },
                {
                    "start": 531.67,
                    "end": 531.95,
                    "word": " that",
                    "probability": 0.83203125
                },
                {
                    "start": 531.95,
                    "end": 532.07,
                    "word": " there",
                    "probability": 0.861328125
                },
                {
                    "start": 532.07,
                    "end": 532.39,
                    "word": " is",
                    "probability": 0.9033203125
                },
                {
                    "start": 532.39,
                    "end": 532.51,
                    "word": " an",
                    "probability": 0.90869140625
                },
                {
                    "start": 532.51,
                    "end": 532.95,
                    "word": " exception",
                    "probability": 0.66064453125
                },
                {
                    "start": 532.95,
                    "end": 533.57,
                    "word": ".",
                    "probability": 0.50634765625
                }
            ]
        },
        {
            "id": 85,
            "seek": 51570,
            "start": 533.57,
            "end": 538.61,
            "text": " And that's when something is made by an audited break glass mechanism. We'll talk",
            "tokens": [
                51354,
                400,
                300,
                311,
                562,
                746,
                307,
                1027,
                538,
                364,
                2379,
                1226,
                1821,
                4276,
                7513,
                13,
                492,
                603,
                751,
                51608
            ],
            "temperature": 0.0,
            "avg_logprob": -0.20106907835916468,
            "compression_ratio": 1.502439024390244,
            "no_speech_prob": 0.060089111328125,
            "words": [
                {
                    "start": 533.57,
                    "end": 533.73,
                    "word": " And",
                    "probability": 0.86767578125
                },
                {
                    "start": 533.73,
                    "end": 534.09,
                    "word": " that's",
                    "probability": 0.938232421875
                },
                {
                    "start": 534.09,
                    "end": 534.45,
                    "word": " when",
                    "probability": 0.8662109375
                },
                {
                    "start": 534.45,
                    "end": 534.73,
                    "word": " something",
                    "probability": 0.740234375
                },
                {
                    "start": 534.73,
                    "end": 534.93,
                    "word": " is",
                    "probability": 0.9072265625
                },
                {
                    "start": 534.93,
                    "end": 535.25,
                    "word": " made",
                    "probability": 0.82666015625
                },
                {
                    "start": 535.25,
                    "end": 535.51,
                    "word": " by",
                    "probability": 0.9111328125
                },
                {
                    "start": 535.51,
                    "end": 535.75,
                    "word": " an",
                    "probability": 0.89453125
                },
                {
                    "start": 535.75,
                    "end": 536.13,
                    "word": " audited",
                    "probability": 0.935791015625
                },
                {
                    "start": 536.13,
                    "end": 536.55,
                    "word": " break",
                    "probability": 0.7685546875
                },
                {
                    "start": 536.55,
                    "end": 536.91,
                    "word": " glass",
                    "probability": 0.7734375
                },
                {
                    "start": 536.91,
                    "end": 537.43,
                    "word": " mechanism",
                    "probability": 0.8837890625
                },
                {
                    "start": 537.43,
                    "end": 538.05,
                    "word": ".",
                    "probability": 0.99072265625
                },
                {
                    "start": 538.05,
                    "end": 538.39,
                    "word": " We'll",
                    "probability": 0.924560546875
                },
                {
                    "start": 538.39,
                    "end": 538.61,
                    "word": " talk",
                    "probability": 0.82470703125
                }
            ]
        },
        {
            "id": 86,
            "seek": 54172,
            "start": 538.73,
            "end": 545.97,
            "text": " a little bit more about that later as well. So what is the zero touch deployment",
            "tokens": [
                50364,
                257,
                707,
                857,
                544,
                466,
                300,
                1780,
                382,
                731,
                13,
                407,
                437,
                307,
                264,
                4018,
                2557,
                19317,
                50658
            ],
            "temperature": 0.0,
            "avg_logprob": -0.2267680964187572,
            "compression_ratio": 1.4929577464788732,
            "no_speech_prob": 0.1846923828125,
            "words": [
                {
                    "start": 538.73,
                    "end": 538.83,
                    "word": " a little",
                    "probability": 0.78564453125
                },
                {
                    "start": 538.83,
                    "end": 539.03,
                    "word": " bit",
                    "probability": 0.89111328125
                },
                {
                    "start": 539.03,
                    "end": 539.25,
                    "word": " more",
                    "probability": 0.87841796875
                },
                {
                    "start": 539.25,
                    "end": 539.53,
                    "word": " about",
                    "probability": 0.82373046875
                },
                {
                    "start": 539.53,
                    "end": 539.81,
                    "word": " that",
                    "probability": 0.884765625
                },
                {
                    "start": 539.81,
                    "end": 540.07,
                    "word": " later",
                    "probability": 0.8818359375
                },
                {
                    "start": 540.07,
                    "end": 540.33,
                    "word": " as",
                    "probability": 0.8349609375
                },
                {
                    "start": 540.33,
                    "end": 540.53,
                    "word": " well",
                    "probability": 0.8779296875
                },
                {
                    "start": 540.53,
                    "end": 541.11,
                    "word": ".",
                    "probability": 0.99462890625
                },
                {
                    "start": 543.49,
                    "end": 544.07,
                    "word": " So",
                    "probability": 0.8291015625
                },
                {
                    "start": 544.07,
                    "end": 544.83,
                    "word": " what",
                    "probability": 0.65576171875
                },
                {
                    "start": 544.83,
                    "end": 544.95,
                    "word": " is",
                    "probability": 0.2254638671875
                },
                {
                    "start": 544.95,
                    "end": 545.09,
                    "word": " the",
                    "probability": 0.4951171875
                },
                {
                    "start": 545.09,
                    "end": 545.31,
                    "word": " zero",
                    "probability": 0.386474609375
                },
                {
                    "start": 545.31,
                    "end": 545.53,
                    "word": " touch",
                    "probability": 0.436767578125
                },
                {
                    "start": 545.53,
                    "end": 545.97,
                    "word": " deployment",
                    "probability": 0.75
                }
            ]
        },
        {
            "id": 87,
            "seek": 54172,
            "start": 545.97,
            "end": 553.53,
            "text": " look like in practice? Well, rather than having a user log into the app server via",
            "tokens": [
                50658,
                574,
                411,
                294,
                3124,
                30,
                1042,
                11,
                2831,
                813,
                1419,
                257,
                4195,
                3565,
                666,
                264,
                724,
                7154,
                5766,
                51034
            ],
            "temperature": 0.0,
            "avg_logprob": -0.2267680964187572,
            "compression_ratio": 1.4929577464788732,
            "no_speech_prob": 0.1846923828125,
            "words": [
                {
                    "start": 545.97,
                    "end": 546.25,
                    "word": " look",
                    "probability": 0.88671875
                },
                {
                    "start": 546.25,
                    "end": 546.47,
                    "word": " like",
                    "probability": 0.8740234375
                },
                {
                    "start": 546.47,
                    "end": 547.19,
                    "word": " in",
                    "probability": 0.89404296875
                },
                {
                    "start": 547.19,
                    "end": 547.71,
                    "word": " practice",
                    "probability": 0.75537109375
                },
                {
                    "start": 547.71,
                    "end": 548.29,
                    "word": "?",
                    "probability": 0.9736328125
                },
                {
                    "start": 548.37,
                    "end": 548.61,
                    "word": " Well",
                    "probability": 0.74951171875
                },
                {
                    "start": 548.61,
                    "end": 548.77,
                    "word": ",",
                    "probability": 0.92333984375
                },
                {
                    "start": 548.77,
                    "end": 549.75,
                    "word": " rather",
                    "probability": 0.81494140625
                },
                {
                    "start": 549.75,
                    "end": 549.97,
                    "word": " than",
                    "probability": 0.8876953125
                },
                {
                    "start": 549.97,
                    "end": 550.25,
                    "word": " having",
                    "probability": 0.81005859375
                },
                {
                    "start": 550.67,
                    "end": 550.99,
                    "word": " a user",
                    "probability": 0.83056640625
                },
                {
                    "start": 550.99,
                    "end": 551.35,
                    "word": " log",
                    "probability": 0.66064453125
                },
                {
                    "start": 551.35,
                    "end": 551.57,
                    "word": " into",
                    "probability": 0.6142578125
                },
                {
                    "start": 551.57,
                    "end": 552.15,
                    "word": " the",
                    "probability": 0.81982421875
                },
                {
                    "start": 552.15,
                    "end": 553.01,
                    "word": " app",
                    "probability": 0.75830078125
                },
                {
                    "start": 553.01,
                    "end": 553.25,
                    "word": " server",
                    "probability": 0.8212890625
                },
                {
                    "start": 553.25,
                    "end": 553.53,
                    "word": " via",
                    "probability": 0.8427734375
                }
            ]
        },
        {
            "id": 88,
            "seek": 54172,
            "start": 553.71,
            "end": 558.43,
            "text": " a bastion host, since that's no longer allowed, every change has to go through",
            "tokens": [
                51034,
                257,
                8414,
                313,
                3975,
                11,
                1670,
                300,
                311,
                572,
                2854,
                4350,
                11,
                633,
                1319,
                575,
                281,
                352,
                807,
                51278
            ],
            "temperature": 0.0,
            "avg_logprob": -0.2267680964187572,
            "compression_ratio": 1.4929577464788732,
            "no_speech_prob": 0.1846923828125,
            "words": [
                {
                    "start": 553.71,
                    "end": 554.07,
                    "word": " a bastion",
                    "probability": 0.766357421875
                },
                {
                    "start": 554.07,
                    "end": 554.43,
                    "word": " host",
                    "probability": 0.876953125
                },
                {
                    "start": 554.43,
                    "end": 554.75,
                    "word": ",",
                    "probability": 0.8740234375
                },
                {
                    "start": 554.75,
                    "end": 555.17,
                    "word": " since",
                    "probability": 0.8017578125
                },
                {
                    "start": 555.17,
                    "end": 555.47,
                    "word": " that's",
                    "probability": 0.939208984375
                },
                {
                    "start": 555.47,
                    "end": 555.63,
                    "word": " no",
                    "probability": 0.9111328125
                },
                {
                    "start": 555.63,
                    "end": 555.89,
                    "word": " longer",
                    "probability": 0.845703125
                },
                {
                    "start": 555.89,
                    "end": 556.31,
                    "word": " allowed",
                    "probability": 0.79833984375
                },
                {
                    "start": 556.31,
                    "end": 556.77,
                    "word": ",",
                    "probability": 0.8603515625
                },
                {
                    "start": 556.77,
                    "end": 557.27,
                    "word": " every",
                    "probability": 0.724609375
                },
                {
                    "start": 557.27,
                    "end": 557.63,
                    "word": " change",
                    "probability": 0.83935546875
                },
                {
                    "start": 557.63,
                    "end": 557.97,
                    "word": " has",
                    "probability": 0.90380859375
                },
                {
                    "start": 557.97,
                    "end": 558.09,
                    "word": " to",
                    "probability": 0.90966796875
                },
                {
                    "start": 558.09,
                    "end": 558.23,
                    "word": " go",
                    "probability": 0.91162109375
                },
                {
                    "start": 558.23,
                    "end": 558.43,
                    "word": " through",
                    "probability": 0.79052734375
                }
            ]
        },
        {
            "id": 89,
            "seek": 54172,
            "start": 558.43,
            "end": 569.0,
            "text": " that DevOps deployment pipeline. Looking at how attackers are going to move",
            "tokens": [
                51278,
                300,
                43051,
                19317,
                15517,
                13,
                11053,
                412,
                577,
                45129,
                366,
                516,
                281,
                1286,
                51666
            ],
            "temperature": 0.0,
            "avg_logprob": -0.2267680964187572,
            "compression_ratio": 1.4929577464788732,
            "no_speech_prob": 0.1846923828125,
            "words": [
                {
                    "start": 558.43,
                    "end": 558.65,
                    "word": " that",
                    "probability": 0.880859375
                },
                {
                    "start": 558.65,
                    "end": 559.07,
                    "word": " DevOps",
                    "probability": 0.837890625
                },
                {
                    "start": 559.07,
                    "end": 560.61,
                    "word": " deployment",
                    "probability": 0.6875
                },
                {
                    "start": 560.61,
                    "end": 561.23,
                    "word": " pipeline",
                    "probability": 0.744140625
                },
                {
                    "start": 561.23,
                    "end": 561.81,
                    "word": ".",
                    "probability": 0.982421875
                },
                {
                    "start": 565.58,
                    "end": 566.16,
                    "word": " Looking",
                    "probability": 0.7763671875
                },
                {
                    "start": 566.16,
                    "end": 566.58,
                    "word": " at",
                    "probability": 0.90673828125
                },
                {
                    "start": 566.58,
                    "end": 567.06,
                    "word": " how",
                    "probability": 0.9013671875
                },
                {
                    "start": 567.06,
                    "end": 567.76,
                    "word": " attackers",
                    "probability": 0.837890625
                },
                {
                    "start": 567.76,
                    "end": 568.0,
                    "word": " are",
                    "probability": 0.888671875
                },
                {
                    "start": 568.0,
                    "end": 568.22,
                    "word": " going",
                    "probability": 0.86279296875
                },
                {
                    "start": 568.22,
                    "end": 568.46,
                    "word": " to",
                    "probability": 0.9091796875
                },
                {
                    "start": 568.46,
                    "end": 569.0,
                    "word": " move",
                    "probability": 0.880859375
                }
            ]
        },
        {
            "id": 90,
            "seek": 56926,
            "start": 569.0,
            "end": 575.38,
            "text": " laterally, however, let's compare and contrast between the traditional and the",
            "tokens": [
                50364,
                1780,
                379,
                11,
                4461,
                11,
                718,
                311,
                6794,
                293,
                8712,
                1296,
                264,
                5164,
                293,
                264,
                50680
            ],
            "temperature": 0.0,
            "avg_logprob": -0.18970352544998512,
            "compression_ratio": 1.5118483412322274,
            "no_speech_prob": 0.05499267578125,
            "words": [
                {
                    "start": 569.0,
                    "end": 569.7,
                    "word": " laterally",
                    "probability": 0.56103515625
                },
                {
                    "start": 569.7,
                    "end": 570.24,
                    "word": ",",
                    "probability": 0.6357421875
                },
                {
                    "start": 570.24,
                    "end": 570.74,
                    "word": " however",
                    "probability": 0.8544921875
                },
                {
                    "start": 570.74,
                    "end": 571.02,
                    "word": ",",
                    "probability": 0.8330078125
                },
                {
                    "start": 571.02,
                    "end": 572.26,
                    "word": " let's",
                    "probability": 0.93603515625
                },
                {
                    "start": 572.26,
                    "end": 572.66,
                    "word": " compare",
                    "probability": 0.88720703125
                },
                {
                    "start": 572.66,
                    "end": 572.86,
                    "word": " and",
                    "probability": 0.896484375
                },
                {
                    "start": 572.86,
                    "end": 573.32,
                    "word": " contrast",
                    "probability": 0.74462890625
                },
                {
                    "start": 573.32,
                    "end": 573.68,
                    "word": " between",
                    "probability": 0.76123046875
                },
                {
                    "start": 573.68,
                    "end": 573.88,
                    "word": " the",
                    "probability": 0.81689453125
                },
                {
                    "start": 573.88,
                    "end": 574.4,
                    "word": " traditional",
                    "probability": 0.76025390625
                },
                {
                    "start": 574.4,
                    "end": 575.2,
                    "word": " and",
                    "probability": 0.8857421875
                },
                {
                    "start": 575.2,
                    "end": 575.38,
                    "word": " the",
                    "probability": 0.7841796875
                }
            ]
        },
        {
            "id": 91,
            "seek": 56926,
            "start": 575.38,
            "end": 583.18,
            "text": " zero touch deployments. So I'm about to play an animation, and keep an eye out",
            "tokens": [
                50680,
                4018,
                2557,
                7274,
                1117,
                13,
                407,
                286,
                478,
                466,
                281,
                862,
                364,
                9603,
                11,
                293,
                1066,
                364,
                3313,
                484,
                51074
            ],
            "temperature": 0.0,
            "avg_logprob": -0.18970352544998512,
            "compression_ratio": 1.5118483412322274,
            "no_speech_prob": 0.05499267578125,
            "words": [
                {
                    "start": 575.38,
                    "end": 575.62,
                    "word": " zero",
                    "probability": 0.6376953125
                },
                {
                    "start": 575.62,
                    "end": 575.96,
                    "word": " touch",
                    "probability": 0.33447265625
                },
                {
                    "start": 575.96,
                    "end": 576.68,
                    "word": " deployments",
                    "probability": 0.90576171875
                },
                {
                    "start": 576.68,
                    "end": 577.38,
                    "word": ".",
                    "probability": 0.95068359375
                },
                {
                    "start": 577.54,
                    "end": 578.24,
                    "word": " So",
                    "probability": 0.7939453125
                },
                {
                    "start": 578.24,
                    "end": 579.68,
                    "word": " I'm",
                    "probability": 0.80029296875
                },
                {
                    "start": 579.68,
                    "end": 579.86,
                    "word": " about",
                    "probability": 0.8154296875
                },
                {
                    "start": 579.86,
                    "end": 580.02,
                    "word": " to",
                    "probability": 0.90673828125
                },
                {
                    "start": 580.02,
                    "end": 580.18,
                    "word": " play",
                    "probability": 0.86962890625
                },
                {
                    "start": 580.18,
                    "end": 580.32,
                    "word": " an",
                    "probability": 0.9052734375
                },
                {
                    "start": 580.32,
                    "end": 580.74,
                    "word": " animation",
                    "probability": 0.91748046875
                },
                {
                    "start": 580.74,
                    "end": 581.32,
                    "word": ",",
                    "probability": 0.371826171875
                },
                {
                    "start": 581.32,
                    "end": 582.0,
                    "word": " and",
                    "probability": 0.87841796875
                },
                {
                    "start": 582.0,
                    "end": 582.44,
                    "word": " keep",
                    "probability": 0.80908203125
                },
                {
                    "start": 582.44,
                    "end": 582.6,
                    "word": " an",
                    "probability": 0.9052734375
                },
                {
                    "start": 582.6,
                    "end": 582.86,
                    "word": " eye",
                    "probability": 0.92236328125
                },
                {
                    "start": 582.86,
                    "end": 583.18,
                    "word": " out",
                    "probability": 0.82421875
                }
            ]
        },
        {
            "id": 92,
            "seek": 56926,
            "start": 583.18,
            "end": 589.44,
            "text": " for the malicious connection between the bastion host and the app server. It's",
            "tokens": [
                51074,
                337,
                264,
                33496,
                4984,
                1296,
                264,
                8414,
                313,
                3975,
                293,
                264,
                724,
                7154,
                13,
                467,
                311,
                51384
            ],
            "temperature": 0.0,
            "avg_logprob": -0.18970352544998512,
            "compression_ratio": 1.5118483412322274,
            "no_speech_prob": 0.05499267578125,
            "words": [
                {
                    "start": 583.18,
                    "end": 583.52,
                    "word": " for",
                    "probability": 0.900390625
                },
                {
                    "start": 583.52,
                    "end": 583.84,
                    "word": " the",
                    "probability": 0.81298828125
                },
                {
                    "start": 583.84,
                    "end": 584.3,
                    "word": " malicious",
                    "probability": 0.83251953125
                },
                {
                    "start": 584.3,
                    "end": 585.58,
                    "word": " connection",
                    "probability": 0.77294921875
                },
                {
                    "start": 585.58,
                    "end": 586.2,
                    "word": " between",
                    "probability": 0.7802734375
                },
                {
                    "start": 586.2,
                    "end": 586.42,
                    "word": " the",
                    "probability": 0.81787109375
                },
                {
                    "start": 586.42,
                    "end": 586.82,
                    "word": " bastion",
                    "probability": 0.760009765625
                },
                {
                    "start": 586.82,
                    "end": 587.24,
                    "word": " host",
                    "probability": 0.869140625
                },
                {
                    "start": 587.24,
                    "end": 588.04,
                    "word": " and",
                    "probability": 0.880859375
                },
                {
                    "start": 588.04,
                    "end": 588.22,
                    "word": " the",
                    "probability": 0.8212890625
                },
                {
                    "start": 588.22,
                    "end": 588.44,
                    "word": " app",
                    "probability": 0.84228515625
                },
                {
                    "start": 588.44,
                    "end": 588.7,
                    "word": " server",
                    "probability": 0.81005859375
                },
                {
                    "start": 588.7,
                    "end": 589.1,
                    "word": ".",
                    "probability": 0.95751953125
                },
                {
                    "start": 589.1,
                    "end": 589.44,
                    "word": " It's",
                    "probability": 0.940185546875
                }
            ]
        },
        {
            "id": 93,
            "seek": 56926,
            "start": 589.44,
            "end": 598.48,
            "text": " going to be a slightly different colored arrow. Did you catch it? Have you seen it",
            "tokens": [
                51384,
                516,
                281,
                312,
                257,
                4748,
                819,
                14332,
                11610,
                13,
                2589,
                291,
                3745,
                309,
                30,
                3560,
                291,
                1612,
                309,
                51740
            ],
            "temperature": 0.0,
            "avg_logprob": -0.18970352544998512,
            "compression_ratio": 1.5118483412322274,
            "no_speech_prob": 0.05499267578125,
            "words": [
                {
                    "start": 589.44,
                    "end": 589.58,
                    "word": " going",
                    "probability": 0.85205078125
                },
                {
                    "start": 589.58,
                    "end": 589.7,
                    "word": " to",
                    "probability": 0.90673828125
                },
                {
                    "start": 589.7,
                    "end": 589.84,
                    "word": " be",
                    "probability": 0.9013671875
                },
                {
                    "start": 590.12,
                    "end": 590.36,
                    "word": " a slightly",
                    "probability": 0.7529296875
                },
                {
                    "start": 590.36,
                    "end": 590.76,
                    "word": " different",
                    "probability": 0.681640625
                },
                {
                    "start": 590.76,
                    "end": 591.12,
                    "word": " colored",
                    "probability": 0.810546875
                },
                {
                    "start": 591.12,
                    "end": 591.52,
                    "word": " arrow",
                    "probability": 0.7119140625
                },
                {
                    "start": 591.52,
                    "end": 592.22,
                    "word": ".",
                    "probability": 0.9765625
                },
                {
                    "start": 594.68,
                    "end": 595.38,
                    "word": " Did",
                    "probability": 0.87890625
                },
                {
                    "start": 595.38,
                    "end": 595.48,
                    "word": " you",
                    "probability": 0.900390625
                },
                {
                    "start": 595.48,
                    "end": 595.7,
                    "word": " catch",
                    "probability": 0.8427734375
                },
                {
                    "start": 595.7,
                    "end": 595.9,
                    "word": " it",
                    "probability": 0.90087890625
                },
                {
                    "start": 595.9,
                    "end": 596.6,
                    "word": "?",
                    "probability": 0.99072265625
                },
                {
                    "start": 597.42,
                    "end": 598.12,
                    "word": " Have",
                    "probability": 0.888671875
                },
                {
                    "start": 598.12,
                    "end": 598.22,
                    "word": " you",
                    "probability": 0.8994140625
                },
                {
                    "start": 598.22,
                    "end": 598.36,
                    "word": " seen",
                    "probability": 0.8671875
                },
                {
                    "start": 598.36,
                    "end": 598.48,
                    "word": " it",
                    "probability": 0.904296875
                }
            ]
        },
        {
            "id": 94,
            "seek": 59752,
            "start": 598.48,
            "end": 605.34,
            "text": " yet? It's kind of tricky to find. And this is when it stands out in some way. If",
            "tokens": [
                50364,
                1939,
                30,
                467,
                311,
                733,
                295,
                12414,
                281,
                915,
                13,
                400,
                341,
                307,
                562,
                309,
                7382,
                484,
                294,
                512,
                636,
                13,
                759,
                50708
            ],
            "temperature": 0.0,
            "avg_logprob": -0.191186797752809,
            "compression_ratio": 1.5308056872037914,
            "no_speech_prob": 0.020965576171875,
            "words": [
                {
                    "start": 598.48,
                    "end": 598.76,
                    "word": " yet",
                    "probability": 0.453857421875
                },
                {
                    "start": 598.76,
                    "end": 599.32,
                    "word": "?",
                    "probability": 0.0521240234375
                },
                {
                    "start": 599.8,
                    "end": 600.36,
                    "word": " It's",
                    "probability": 0.93798828125
                },
                {
                    "start": 600.36,
                    "end": 600.54,
                    "word": " kind",
                    "probability": 0.71533203125
                },
                {
                    "start": 600.54,
                    "end": 600.62,
                    "word": " of",
                    "probability": 0.90380859375
                },
                {
                    "start": 600.62,
                    "end": 600.8,
                    "word": " tricky",
                    "probability": 0.765625
                },
                {
                    "start": 600.8,
                    "end": 601.0,
                    "word": " to",
                    "probability": 0.90673828125
                },
                {
                    "start": 601.0,
                    "end": 601.32,
                    "word": " find",
                    "probability": 0.8271484375
                },
                {
                    "start": 601.32,
                    "end": 601.6,
                    "word": ".",
                    "probability": 0.338623046875
                },
                {
                    "start": 601.6,
                    "end": 601.78,
                    "word": " And",
                    "probability": 0.83447265625
                },
                {
                    "start": 601.78,
                    "end": 602.2,
                    "word": " this",
                    "probability": 0.8701171875
                },
                {
                    "start": 602.2,
                    "end": 602.46,
                    "word": " is",
                    "probability": 0.90869140625
                },
                {
                    "start": 602.46,
                    "end": 603.22,
                    "word": " when",
                    "probability": 0.85205078125
                },
                {
                    "start": 603.22,
                    "end": 603.42,
                    "word": " it",
                    "probability": 0.90380859375
                },
                {
                    "start": 603.42,
                    "end": 603.7,
                    "word": " stands",
                    "probability": 0.71533203125
                },
                {
                    "start": 603.7,
                    "end": 603.96,
                    "word": " out",
                    "probability": 0.8203125
                },
                {
                    "start": 603.96,
                    "end": 604.14,
                    "word": " in",
                    "probability": 0.89208984375
                },
                {
                    "start": 604.14,
                    "end": 604.38,
                    "word": " some",
                    "probability": 0.82177734375
                },
                {
                    "start": 604.38,
                    "end": 604.6,
                    "word": " way",
                    "probability": 0.89501953125
                },
                {
                    "start": 604.6,
                    "end": 604.8,
                    "word": ".",
                    "probability": 0.9365234375
                },
                {
                    "start": 604.8,
                    "end": 605.34,
                    "word": " If",
                    "probability": 0.89599609375
                }
            ]
        },
        {
            "id": 95,
            "seek": 59752,
            "start": 605.34,
            "end": 612.42,
            "text": " we're looking at encrypted connections like SSH or HTTPS, it may not stand out",
            "tokens": [
                50708,
                321,
                434,
                1237,
                412,
                36663,
                9271,
                411,
                12238,
                39,
                420,
                11751,
                51,
                6273,
                11,
                309,
                815,
                406,
                1463,
                484,
                51064
            ],
            "temperature": 0.0,
            "avg_logprob": -0.191186797752809,
            "compression_ratio": 1.5308056872037914,
            "no_speech_prob": 0.020965576171875,
            "words": [
                {
                    "start": 605.34,
                    "end": 605.54,
                    "word": " we're",
                    "probability": 0.92431640625
                },
                {
                    "start": 605.54,
                    "end": 605.92,
                    "word": " looking",
                    "probability": 0.79248046875
                },
                {
                    "start": 605.92,
                    "end": 606.4,
                    "word": " at",
                    "probability": 0.91455078125
                },
                {
                    "start": 606.4,
                    "end": 607.22,
                    "word": " encrypted",
                    "probability": 0.89404296875
                },
                {
                    "start": 607.22,
                    "end": 607.92,
                    "word": " connections",
                    "probability": 0.8408203125
                },
                {
                    "start": 607.92,
                    "end": 608.42,
                    "word": " like",
                    "probability": 0.65625
                },
                {
                    "start": 608.42,
                    "end": 609.28,
                    "word": " SSH",
                    "probability": 0.90771484375
                },
                {
                    "start": 609.28,
                    "end": 609.62,
                    "word": " or",
                    "probability": 0.87353515625
                },
                {
                    "start": 609.62,
                    "end": 610.62,
                    "word": " HTTPS",
                    "probability": 0.9593098958333334
                },
                {
                    "start": 610.62,
                    "end": 611.02,
                    "word": ",",
                    "probability": 0.8876953125
                },
                {
                    "start": 611.02,
                    "end": 611.58,
                    "word": " it",
                    "probability": 0.76904296875
                },
                {
                    "start": 611.58,
                    "end": 611.72,
                    "word": " may",
                    "probability": 0.8994140625
                },
                {
                    "start": 611.72,
                    "end": 611.94,
                    "word": " not",
                    "probability": 0.904296875
                },
                {
                    "start": 611.94,
                    "end": 612.22,
                    "word": " stand",
                    "probability": 0.82177734375
                },
                {
                    "start": 612.22,
                    "end": 612.42,
                    "word": " out",
                    "probability": 0.82373046875
                }
            ]
        },
        {
            "id": 96,
            "seek": 59752,
            "start": 612.42,
            "end": 618.06,
            "text": " in any way, unless you're doing some kind of break and inspect in the middle. Now",
            "tokens": [
                51064,
                294,
                604,
                636,
                11,
                5969,
                291,
                434,
                884,
                512,
                733,
                295,
                1821,
                293,
                15018,
                294,
                264,
                2808,
                13,
                823,
                51346
            ],
            "temperature": 0.0,
            "avg_logprob": -0.191186797752809,
            "compression_ratio": 1.5308056872037914,
            "no_speech_prob": 0.020965576171875,
            "words": [
                {
                    "start": 612.42,
                    "end": 612.62,
                    "word": " in",
                    "probability": 0.90576171875
                },
                {
                    "start": 612.62,
                    "end": 612.96,
                    "word": " any",
                    "probability": 0.8193359375
                },
                {
                    "start": 612.96,
                    "end": 613.22,
                    "word": " way",
                    "probability": 0.8896484375
                },
                {
                    "start": 613.22,
                    "end": 613.4,
                    "word": ",",
                    "probability": 0.409912109375
                },
                {
                    "start": 613.4,
                    "end": 613.68,
                    "word": " unless",
                    "probability": 0.7236328125
                },
                {
                    "start": 613.68,
                    "end": 613.88,
                    "word": " you're",
                    "probability": 0.923583984375
                },
                {
                    "start": 613.88,
                    "end": 614.08,
                    "word": " doing",
                    "probability": 0.91357421875
                },
                {
                    "start": 614.08,
                    "end": 614.26,
                    "word": " some",
                    "probability": 0.80908203125
                },
                {
                    "start": 614.26,
                    "end": 614.44,
                    "word": " kind",
                    "probability": 0.82568359375
                },
                {
                    "start": 614.44,
                    "end": 614.52,
                    "word": " of",
                    "probability": 0.90673828125
                },
                {
                    "start": 614.52,
                    "end": 614.72,
                    "word": " break",
                    "probability": 0.90185546875
                },
                {
                    "start": 614.72,
                    "end": 614.82,
                    "word": " and",
                    "probability": 0.703125
                },
                {
                    "start": 614.82,
                    "end": 615.14,
                    "word": " inspect",
                    "probability": 0.88427734375
                },
                {
                    "start": 615.14,
                    "end": 615.34,
                    "word": " in",
                    "probability": 0.8984375
                },
                {
                    "start": 615.34,
                    "end": 615.46,
                    "word": " the",
                    "probability": 0.81640625
                },
                {
                    "start": 615.46,
                    "end": 615.62,
                    "word": " middle",
                    "probability": 0.90283203125
                },
                {
                    "start": 615.62,
                    "end": 616.18,
                    "word": ".",
                    "probability": 0.99658203125
                },
                {
                    "start": 617.5,
                    "end": 618.06,
                    "word": " Now",
                    "probability": 0.90185546875
                }
            ]
        },
        {
            "id": 97,
            "seek": 59752,
            "start": 618.06,
            "end": 626.74,
            "text": " let's compare it to zero touch. In the zero touch deployment, you're going to see",
            "tokens": [
                51346,
                718,
                311,
                6794,
                309,
                281,
                4018,
                2557,
                13,
                682,
                264,
                4018,
                2557,
                19317,
                11,
                291,
                434,
                516,
                281,
                536,
                51780
            ],
            "temperature": 0.0,
            "avg_logprob": -0.191186797752809,
            "compression_ratio": 1.5308056872037914,
            "no_speech_prob": 0.020965576171875,
            "words": [
                {
                    "start": 618.06,
                    "end": 618.32,
                    "word": " let's",
                    "probability": 0.84375
                },
                {
                    "start": 618.32,
                    "end": 618.64,
                    "word": " compare",
                    "probability": 0.88037109375
                },
                {
                    "start": 618.64,
                    "end": 618.94,
                    "word": " it",
                    "probability": 0.90380859375
                },
                {
                    "start": 618.94,
                    "end": 620.04,
                    "word": " to",
                    "probability": 0.90869140625
                },
                {
                    "start": 620.04,
                    "end": 620.7,
                    "word": " zero",
                    "probability": 0.298583984375
                },
                {
                    "start": 620.7,
                    "end": 621.14,
                    "word": " touch",
                    "probability": 0.716796875
                },
                {
                    "start": 621.14,
                    "end": 621.7,
                    "word": ".",
                    "probability": 0.92626953125
                },
                {
                    "start": 622.66,
                    "end": 623.22,
                    "word": " In",
                    "probability": 0.90185546875
                },
                {
                    "start": 623.22,
                    "end": 623.38,
                    "word": " the",
                    "probability": 0.7998046875
                },
                {
                    "start": 623.38,
                    "end": 623.6,
                    "word": " zero",
                    "probability": 0.74267578125
                },
                {
                    "start": 623.6,
                    "end": 624.16,
                    "word": " touch",
                    "probability": 0.7548828125
                },
                {
                    "start": 624.16,
                    "end": 625.12,
                    "word": " deployment",
                    "probability": 0.71337890625
                },
                {
                    "start": 625.12,
                    "end": 626.14,
                    "word": ",",
                    "probability": 0.90283203125
                },
                {
                    "start": 626.14,
                    "end": 626.46,
                    "word": " you're",
                    "probability": 0.921630859375
                },
                {
                    "start": 626.46,
                    "end": 626.5,
                    "word": " going",
                    "probability": 0.70556640625
                },
                {
                    "start": 626.5,
                    "end": 626.58,
                    "word": " to",
                    "probability": 0.9091796875
                },
                {
                    "start": 626.58,
                    "end": 626.74,
                    "word": " see",
                    "probability": 0.8115234375
                }
            ]
        },
        {
            "id": 98,
            "seek": 62652,
            "start": 626.86,
            "end": 633.14,
            "text": " a bunch of arrows again, showing normal benign traffic. And you'll also see one",
            "tokens": [
                50364,
                257,
                3840,
                295,
                19669,
                797,
                11,
                4099,
                2710,
                3271,
                788,
                6419,
                13,
                400,
                291,
                603,
                611,
                536,
                472,
                50682
            ],
            "temperature": 0.0,
            "avg_logprob": -0.21364480847179299,
            "compression_ratio": 1.6131687242798354,
            "no_speech_prob": 0.177734375,
            "words": [
                {
                    "start": 626.86,
                    "end": 627.02,
                    "word": " a bunch",
                    "probability": 0.80908203125
                },
                {
                    "start": 627.02,
                    "end": 627.14,
                    "word": " of",
                    "probability": 0.90087890625
                },
                {
                    "start": 627.14,
                    "end": 627.38,
                    "word": " arrows",
                    "probability": 0.71044921875
                },
                {
                    "start": 627.38,
                    "end": 627.8,
                    "word": " again",
                    "probability": 0.908203125
                },
                {
                    "start": 627.8,
                    "end": 628.44,
                    "word": ",",
                    "probability": 0.360595703125
                },
                {
                    "start": 628.44,
                    "end": 629.22,
                    "word": " showing",
                    "probability": 0.8095703125
                },
                {
                    "start": 629.22,
                    "end": 630.36,
                    "word": " normal",
                    "probability": 0.80224609375
                },
                {
                    "start": 630.36,
                    "end": 630.78,
                    "word": " benign",
                    "probability": 0.842041015625
                },
                {
                    "start": 630.78,
                    "end": 631.2,
                    "word": " traffic",
                    "probability": 0.80517578125
                },
                {
                    "start": 631.2,
                    "end": 631.68,
                    "word": ".",
                    "probability": 0.7578125
                },
                {
                    "start": 632.02,
                    "end": 632.22,
                    "word": " And",
                    "probability": 0.83984375
                },
                {
                    "start": 632.22,
                    "end": 632.38,
                    "word": " you'll",
                    "probability": 0.913330078125
                },
                {
                    "start": 632.38,
                    "end": 632.62,
                    "word": " also",
                    "probability": 0.82763671875
                },
                {
                    "start": 632.62,
                    "end": 632.86,
                    "word": " see",
                    "probability": 0.8232421875
                },
                {
                    "start": 632.86,
                    "end": 633.14,
                    "word": " one",
                    "probability": 0.82080078125
                }
            ]
        },
        {
            "id": 99,
            "seek": 62652,
            "start": 633.14,
            "end": 636.9,
            "text": " arrow that'll look a little different, being our attacker trying to move",
            "tokens": [
                50682,
                11610,
                300,
                603,
                574,
                257,
                707,
                819,
                11,
                885,
                527,
                35871,
                1382,
                281,
                1286,
                50870
            ],
            "temperature": 0.0,
            "avg_logprob": -0.21364480847179299,
            "compression_ratio": 1.6131687242798354,
            "no_speech_prob": 0.177734375,
            "words": [
                {
                    "start": 633.14,
                    "end": 633.48,
                    "word": " arrow",
                    "probability": 0.71533203125
                },
                {
                    "start": 633.48,
                    "end": 634.08,
                    "word": " that'll",
                    "probability": 0.70703125
                },
                {
                    "start": 634.08,
                    "end": 634.22,
                    "word": " look",
                    "probability": 0.9150390625
                },
                {
                    "start": 634.34,
                    "end": 634.46,
                    "word": " a little",
                    "probability": 0.8056640625
                },
                {
                    "start": 634.46,
                    "end": 634.9,
                    "word": " different",
                    "probability": 0.69140625
                },
                {
                    "start": 634.9,
                    "end": 635.3,
                    "word": ",",
                    "probability": 0.5732421875
                },
                {
                    "start": 635.3,
                    "end": 635.62,
                    "word": " being",
                    "probability": 0.86181640625
                },
                {
                    "start": 635.62,
                    "end": 635.82,
                    "word": " our",
                    "probability": 0.796875
                },
                {
                    "start": 635.82,
                    "end": 636.22,
                    "word": " attacker",
                    "probability": 0.7431640625
                },
                {
                    "start": 636.22,
                    "end": 636.58,
                    "word": " trying",
                    "probability": 0.76318359375
                },
                {
                    "start": 636.58,
                    "end": 636.72,
                    "word": " to",
                    "probability": 0.9072265625
                },
                {
                    "start": 636.72,
                    "end": 636.9,
                    "word": " move",
                    "probability": 0.8896484375
                }
            ]
        },
        {
            "id": 100,
            "seek": 62652,
            "start": 636.9,
            "end": 644.2,
            "text": " laterally. See if it's easier to spot this time. I'll bet that was a lot easier,",
            "tokens": [
                50870,
                1780,
                379,
                13,
                3008,
                498,
                309,
                311,
                3571,
                281,
                4008,
                341,
                565,
                13,
                286,
                603,
                778,
                300,
                390,
                257,
                688,
                3571,
                11,
                51228
            ],
            "temperature": 0.0,
            "avg_logprob": -0.21364480847179299,
            "compression_ratio": 1.6131687242798354,
            "no_speech_prob": 0.177734375,
            "words": [
                {
                    "start": 636.9,
                    "end": 637.4,
                    "word": " laterally",
                    "probability": 0.934814453125
                },
                {
                    "start": 637.4,
                    "end": 637.88,
                    "word": ".",
                    "probability": 0.98095703125
                },
                {
                    "start": 638.0,
                    "end": 638.48,
                    "word": " See",
                    "probability": 0.80908203125
                },
                {
                    "start": 638.48,
                    "end": 638.82,
                    "word": " if",
                    "probability": 0.89599609375
                },
                {
                    "start": 638.82,
                    "end": 639.0,
                    "word": " it's",
                    "probability": 0.951416015625
                },
                {
                    "start": 639.0,
                    "end": 639.3,
                    "word": " easier",
                    "probability": 0.91943359375
                },
                {
                    "start": 639.3,
                    "end": 639.48,
                    "word": " to",
                    "probability": 0.90673828125
                },
                {
                    "start": 639.48,
                    "end": 639.7,
                    "word": " spot",
                    "probability": 0.888671875
                },
                {
                    "start": 639.7,
                    "end": 639.9,
                    "word": " this",
                    "probability": 0.88525390625
                },
                {
                    "start": 639.9,
                    "end": 640.14,
                    "word": " time",
                    "probability": 0.80712890625
                },
                {
                    "start": 640.14,
                    "end": 640.62,
                    "word": ".",
                    "probability": 0.970703125
                },
                {
                    "start": 642.8,
                    "end": 642.94,
                    "word": " I'll",
                    "probability": 0.83984375
                },
                {
                    "start": 642.94,
                    "end": 643.04,
                    "word": " bet",
                    "probability": 0.875
                },
                {
                    "start": 643.04,
                    "end": 643.18,
                    "word": " that",
                    "probability": 0.88427734375
                },
                {
                    "start": 643.18,
                    "end": 643.3,
                    "word": " was",
                    "probability": 0.89208984375
                },
                {
                    "start": 643.46,
                    "end": 643.64,
                    "word": " a lot",
                    "probability": 0.88232421875
                },
                {
                    "start": 643.64,
                    "end": 644.06,
                    "word": " easier",
                    "probability": 0.91650390625
                },
                {
                    "start": 644.06,
                    "end": 644.2,
                    "word": ",",
                    "probability": 0.5283203125
                }
            ]
        },
        {
            "id": 101,
            "seek": 62652,
            "start": 644.2,
            "end": 649.28,
            "text": " and as soon as it came up, you noticed it. This is the whole concept that we want",
            "tokens": [
                51228,
                293,
                382,
                2321,
                382,
                309,
                1361,
                493,
                11,
                291,
                5694,
                309,
                13,
                639,
                307,
                264,
                1379,
                3410,
                300,
                321,
                528,
                51490
            ],
            "temperature": 0.0,
            "avg_logprob": -0.21364480847179299,
            "compression_ratio": 1.6131687242798354,
            "no_speech_prob": 0.177734375,
            "words": [
                {
                    "start": 644.2,
                    "end": 644.38,
                    "word": " and",
                    "probability": 0.890625
                },
                {
                    "start": 644.38,
                    "end": 644.58,
                    "word": " as",
                    "probability": 0.9013671875
                },
                {
                    "start": 644.58,
                    "end": 644.76,
                    "word": " soon",
                    "probability": 0.87255859375
                },
                {
                    "start": 644.76,
                    "end": 644.88,
                    "word": " as",
                    "probability": 0.90869140625
                },
                {
                    "start": 644.88,
                    "end": 645.0,
                    "word": " it",
                    "probability": 0.90576171875
                },
                {
                    "start": 645.0,
                    "end": 645.2,
                    "word": " came",
                    "probability": 0.80810546875
                },
                {
                    "start": 645.2,
                    "end": 645.36,
                    "word": " up",
                    "probability": 0.90380859375
                },
                {
                    "start": 645.36,
                    "end": 645.38,
                    "word": ",",
                    "probability": 0.74462890625
                },
                {
                    "start": 645.38,
                    "end": 645.48,
                    "word": " you",
                    "probability": 0.8955078125
                },
                {
                    "start": 645.48,
                    "end": 645.76,
                    "word": " noticed",
                    "probability": 0.85693359375
                },
                {
                    "start": 645.76,
                    "end": 646.02,
                    "word": " it",
                    "probability": 0.90380859375
                },
                {
                    "start": 646.02,
                    "end": 646.5,
                    "word": ".",
                    "probability": 0.9951171875
                },
                {
                    "start": 647.26,
                    "end": 647.74,
                    "word": " This",
                    "probability": 0.81298828125
                },
                {
                    "start": 647.74,
                    "end": 647.88,
                    "word": " is",
                    "probability": 0.9091796875
                },
                {
                    "start": 647.88,
                    "end": 648.04,
                    "word": " the",
                    "probability": 0.818359375
                },
                {
                    "start": 648.04,
                    "end": 648.22,
                    "word": " whole",
                    "probability": 0.806640625
                },
                {
                    "start": 648.22,
                    "end": 648.62,
                    "word": " concept",
                    "probability": 0.796875
                },
                {
                    "start": 648.62,
                    "end": 648.94,
                    "word": " that",
                    "probability": 0.8798828125
                },
                {
                    "start": 648.94,
                    "end": 649.06,
                    "word": " we",
                    "probability": 0.90673828125
                },
                {
                    "start": 649.06,
                    "end": 649.28,
                    "word": " want",
                    "probability": 0.6484375
                }
            ]
        },
        {
            "id": 102,
            "seek": 62652,
            "start": 649.28,
            "end": 655.74,
            "text": " to use writing this detection. So how do we actually go about detecting this",
            "tokens": [
                51490,
                281,
                764,
                3579,
                341,
                17784,
                13,
                407,
                577,
                360,
                321,
                767,
                352,
                466,
                40237,
                341,
                51810
            ],
            "temperature": 0.0,
            "avg_logprob": -0.21364480847179299,
            "compression_ratio": 1.6131687242798354,
            "no_speech_prob": 0.177734375,
            "words": [
                {
                    "start": 649.28,
                    "end": 649.44,
                    "word": " to",
                    "probability": 0.90185546875
                },
                {
                    "start": 649.44,
                    "end": 650.38,
                    "word": " use",
                    "probability": 0.81982421875
                },
                {
                    "start": 650.38,
                    "end": 651.34,
                    "word": " writing",
                    "probability": 0.79296875
                },
                {
                    "start": 651.34,
                    "end": 651.66,
                    "word": " this",
                    "probability": 0.88525390625
                },
                {
                    "start": 651.66,
                    "end": 652.1,
                    "word": " detection",
                    "probability": 0.73046875
                },
                {
                    "start": 652.1,
                    "end": 652.58,
                    "word": ".",
                    "probability": 0.9951171875
                },
                {
                    "start": 653.04,
                    "end": 653.52,
                    "word": " So",
                    "probability": 0.900390625
                },
                {
                    "start": 653.52,
                    "end": 653.7,
                    "word": " how",
                    "probability": 0.82275390625
                },
                {
                    "start": 653.7,
                    "end": 653.82,
                    "word": " do",
                    "probability": 0.90087890625
                },
                {
                    "start": 653.82,
                    "end": 653.94,
                    "word": " we",
                    "probability": 0.9013671875
                },
                {
                    "start": 653.94,
                    "end": 654.3,
                    "word": " actually",
                    "probability": 0.7890625
                },
                {
                    "start": 654.3,
                    "end": 654.66,
                    "word": " go",
                    "probability": 0.90673828125
                },
                {
                    "start": 654.66,
                    "end": 654.9,
                    "word": " about",
                    "probability": 0.82080078125
                },
                {
                    "start": 654.9,
                    "end": 655.38,
                    "word": " detecting",
                    "probability": 0.77587890625
                },
                {
                    "start": 655.38,
                    "end": 655.74,
                    "word": " this",
                    "probability": 0.88134765625
                }
            ]
        },
        {
            "id": 103,
            "seek": 65360,
            "start": 655.74,
            "end": 660.92,
            "text": " lateral movement? There's a few things we need to do. First, we need to define",
            "tokens": [
                50364,
                25128,
                3963,
                30,
                821,
                311,
                257,
                1326,
                721,
                321,
                643,
                281,
                360,
                13,
                2386,
                11,
                321,
                643,
                281,
                6964,
                50620
            ],
            "temperature": 0.0,
            "avg_logprob": -0.21941489076360743,
            "compression_ratio": 1.6483050847457628,
            "no_speech_prob": 0.2281494140625,
            "words": [
                {
                    "start": 655.74,
                    "end": 656.0,
                    "word": " lateral",
                    "probability": 0.1395263671875
                },
                {
                    "start": 656.0,
                    "end": 656.46,
                    "word": " movement",
                    "probability": 0.857421875
                },
                {
                    "start": 656.46,
                    "end": 657.02,
                    "word": "?",
                    "probability": 0.04364013671875
                },
                {
                    "start": 657.02,
                    "end": 657.3,
                    "word": " There's",
                    "probability": 0.85986328125
                },
                {
                    "start": 657.4,
                    "end": 657.52,
                    "word": " a few",
                    "probability": 0.8310546875
                },
                {
                    "start": 657.52,
                    "end": 657.76,
                    "word": " things",
                    "probability": 0.73291015625
                },
                {
                    "start": 657.76,
                    "end": 657.88,
                    "word": " we",
                    "probability": 0.900390625
                },
                {
                    "start": 657.88,
                    "end": 658.02,
                    "word": " need",
                    "probability": 0.81103515625
                },
                {
                    "start": 658.02,
                    "end": 658.1,
                    "word": " to",
                    "probability": 0.90625
                },
                {
                    "start": 658.1,
                    "end": 658.34,
                    "word": " do",
                    "probability": 0.91357421875
                },
                {
                    "start": 658.34,
                    "end": 658.92,
                    "word": ".",
                    "probability": 0.982421875
                },
                {
                    "start": 659.06,
                    "end": 659.64,
                    "word": " First",
                    "probability": 0.8837890625
                },
                {
                    "start": 659.64,
                    "end": 659.86,
                    "word": ",",
                    "probability": 0.93505859375
                },
                {
                    "start": 659.86,
                    "end": 660.2,
                    "word": " we",
                    "probability": 0.908203125
                },
                {
                    "start": 660.2,
                    "end": 660.34,
                    "word": " need",
                    "probability": 0.80810546875
                },
                {
                    "start": 660.34,
                    "end": 660.44,
                    "word": " to",
                    "probability": 0.904296875
                },
                {
                    "start": 660.44,
                    "end": 660.92,
                    "word": " define",
                    "probability": 0.88818359375
                }
            ]
        },
        {
            "id": 104,
            "seek": 65360,
            "start": 660.92,
            "end": 666.12,
            "text": " all of the protected servers. In our simplified environment, that's just the",
            "tokens": [
                50620,
                439,
                295,
                264,
                10594,
                15909,
                13,
                682,
                527,
                26335,
                2823,
                11,
                300,
                311,
                445,
                264,
                50882
            ],
            "temperature": 0.0,
            "avg_logprob": -0.21941489076360743,
            "compression_ratio": 1.6483050847457628,
            "no_speech_prob": 0.2281494140625,
            "words": [
                {
                    "start": 660.92,
                    "end": 661.34,
                    "word": " all",
                    "probability": 0.90234375
                },
                {
                    "start": 661.34,
                    "end": 661.46,
                    "word": " of",
                    "probability": 0.8994140625
                },
                {
                    "start": 661.46,
                    "end": 661.6,
                    "word": " the",
                    "probability": 0.81591796875
                },
                {
                    "start": 661.6,
                    "end": 661.98,
                    "word": " protected",
                    "probability": 0.66064453125
                },
                {
                    "start": 661.98,
                    "end": 662.46,
                    "word": " servers",
                    "probability": 0.81103515625
                },
                {
                    "start": 662.46,
                    "end": 662.82,
                    "word": ".",
                    "probability": 0.9072265625
                },
                {
                    "start": 663.0,
                    "end": 663.58,
                    "word": " In",
                    "probability": 0.91455078125
                },
                {
                    "start": 663.58,
                    "end": 663.76,
                    "word": " our",
                    "probability": 0.81396484375
                },
                {
                    "start": 663.76,
                    "end": 664.22,
                    "word": " simplified",
                    "probability": 0.8798828125
                },
                {
                    "start": 664.22,
                    "end": 665.16,
                    "word": " environment",
                    "probability": 0.7548828125
                },
                {
                    "start": 665.16,
                    "end": 665.5,
                    "word": ",",
                    "probability": 0.91552734375
                },
                {
                    "start": 665.5,
                    "end": 665.82,
                    "word": " that's",
                    "probability": 0.93701171875
                },
                {
                    "start": 665.82,
                    "end": 665.96,
                    "word": " just",
                    "probability": 0.8857421875
                },
                {
                    "start": 665.96,
                    "end": 666.12,
                    "word": " the",
                    "probability": 0.82275390625
                }
            ]
        },
        {
            "id": 105,
            "seek": 65360,
            "start": 666.12,
            "end": 670.98,
            "text": " app server. But it might also include DevOps automation servers, it might",
            "tokens": [
                50882,
                724,
                7154,
                13,
                583,
                309,
                1062,
                611,
                4090,
                43051,
                17769,
                15909,
                11,
                309,
                1062,
                51126
            ],
            "temperature": 0.0,
            "avg_logprob": -0.21941489076360743,
            "compression_ratio": 1.6483050847457628,
            "no_speech_prob": 0.2281494140625,
            "words": [
                {
                    "start": 666.12,
                    "end": 666.3,
                    "word": " app",
                    "probability": 0.7705078125
                },
                {
                    "start": 666.3,
                    "end": 666.58,
                    "word": " server",
                    "probability": 0.81494140625
                },
                {
                    "start": 666.58,
                    "end": 667.16,
                    "word": ".",
                    "probability": 0.476318359375
                },
                {
                    "start": 667.18,
                    "end": 667.44,
                    "word": " But",
                    "probability": 0.87841796875
                },
                {
                    "start": 667.44,
                    "end": 667.9,
                    "word": " it",
                    "probability": 0.82373046875
                },
                {
                    "start": 667.9,
                    "end": 668.08,
                    "word": " might",
                    "probability": 0.759765625
                },
                {
                    "start": 668.08,
                    "end": 668.46,
                    "word": " also",
                    "probability": 0.7861328125
                },
                {
                    "start": 668.46,
                    "end": 668.92,
                    "word": " include",
                    "probability": 0.7802734375
                },
                {
                    "start": 668.92,
                    "end": 669.34,
                    "word": " DevOps",
                    "probability": 0.8896484375
                },
                {
                    "start": 669.34,
                    "end": 669.88,
                    "word": " automation",
                    "probability": 0.72607421875
                },
                {
                    "start": 669.88,
                    "end": 670.42,
                    "word": " servers",
                    "probability": 0.80908203125
                },
                {
                    "start": 670.42,
                    "end": 670.74,
                    "word": ",",
                    "probability": 0.46875
                },
                {
                    "start": 670.74,
                    "end": 670.82,
                    "word": " it",
                    "probability": 0.8837890625
                },
                {
                    "start": 670.82,
                    "end": 670.98,
                    "word": " might",
                    "probability": 0.80224609375
                }
            ]
        },
        {
            "id": 106,
            "seek": 65360,
            "start": 670.98,
            "end": 676.52,
            "text": " include web servers, database servers, all of which might be behind load balancers.",
            "tokens": [
                51126,
                4090,
                3670,
                15909,
                11,
                8149,
                15909,
                11,
                439,
                295,
                597,
                1062,
                312,
                2261,
                3677,
                3119,
                4463,
                433,
                13,
                51384
            ],
            "temperature": 0.0,
            "avg_logprob": -0.21941489076360743,
            "compression_ratio": 1.6483050847457628,
            "no_speech_prob": 0.2281494140625,
            "words": [
                {
                    "start": 670.98,
                    "end": 671.32,
                    "word": " include",
                    "probability": 0.763671875
                },
                {
                    "start": 671.32,
                    "end": 671.58,
                    "word": " web",
                    "probability": 0.818359375
                },
                {
                    "start": 671.58,
                    "end": 671.96,
                    "word": " servers",
                    "probability": 0.81494140625
                },
                {
                    "start": 671.96,
                    "end": 672.2,
                    "word": ",",
                    "probability": 0.9892578125
                },
                {
                    "start": 672.2,
                    "end": 672.42,
                    "word": " database",
                    "probability": 0.81005859375
                },
                {
                    "start": 672.42,
                    "end": 672.96,
                    "word": " servers",
                    "probability": 0.814453125
                },
                {
                    "start": 672.96,
                    "end": 673.48,
                    "word": ",",
                    "probability": 0.90478515625
                },
                {
                    "start": 673.48,
                    "end": 674.02,
                    "word": " all",
                    "probability": 0.888671875
                },
                {
                    "start": 674.02,
                    "end": 674.16,
                    "word": " of",
                    "probability": 0.90087890625
                },
                {
                    "start": 674.16,
                    "end": 674.3,
                    "word": " which",
                    "probability": 0.92138671875
                },
                {
                    "start": 674.3,
                    "end": 674.48,
                    "word": " might",
                    "probability": 0.818359375
                },
                {
                    "start": 674.48,
                    "end": 674.64,
                    "word": " be",
                    "probability": 0.900390625
                },
                {
                    "start": 674.64,
                    "end": 674.94,
                    "word": " behind",
                    "probability": 0.8330078125
                },
                {
                    "start": 674.94,
                    "end": 675.26,
                    "word": " load",
                    "probability": 0.89599609375
                },
                {
                    "start": 675.26,
                    "end": 675.94,
                    "word": " balancers",
                    "probability": 0.927734375
                },
                {
                    "start": 675.94,
                    "end": 676.52,
                    "word": ".",
                    "probability": 0.63330078125
                }
            ]
        },
        {
            "id": 107,
            "seek": 65360,
            "start": 676.6,
            "end": 682.82,
            "text": " Whatever humans should not be logging into, that goes in this list. We also",
            "tokens": [
                51384,
                8541,
                6255,
                820,
                406,
                312,
                27991,
                666,
                11,
                300,
                1709,
                294,
                341,
                1329,
                13,
                492,
                611,
                51714
            ],
            "temperature": 0.0,
            "avg_logprob": -0.21941489076360743,
            "compression_ratio": 1.6483050847457628,
            "no_speech_prob": 0.2281494140625,
            "words": [
                {
                    "start": 676.6,
                    "end": 677.12,
                    "word": " Whatever",
                    "probability": 0.88720703125
                },
                {
                    "start": 677.12,
                    "end": 677.62,
                    "word": " humans",
                    "probability": 0.91650390625
                },
                {
                    "start": 677.62,
                    "end": 677.9,
                    "word": " should",
                    "probability": 0.92529296875
                },
                {
                    "start": 677.9,
                    "end": 678.12,
                    "word": " not",
                    "probability": 0.89892578125
                },
                {
                    "start": 678.12,
                    "end": 678.3,
                    "word": " be",
                    "probability": 0.9072265625
                },
                {
                    "start": 678.3,
                    "end": 678.56,
                    "word": " logging",
                    "probability": 0.70361328125
                },
                {
                    "start": 678.56,
                    "end": 679.04,
                    "word": " into",
                    "probability": 0.7333984375
                },
                {
                    "start": 679.04,
                    "end": 679.3,
                    "word": ",",
                    "probability": 0.650390625
                },
                {
                    "start": 679.3,
                    "end": 679.74,
                    "word": " that",
                    "probability": 0.88330078125
                },
                {
                    "start": 679.74,
                    "end": 679.98,
                    "word": " goes",
                    "probability": 0.857421875
                },
                {
                    "start": 679.98,
                    "end": 680.12,
                    "word": " in",
                    "probability": 0.90234375
                },
                {
                    "start": 680.12,
                    "end": 680.32,
                    "word": " this",
                    "probability": 0.8818359375
                },
                {
                    "start": 680.32,
                    "end": 680.66,
                    "word": " list",
                    "probability": 0.8935546875
                },
                {
                    "start": 680.66,
                    "end": 681.24,
                    "word": ".",
                    "probability": 0.99853515625
                },
                {
                    "start": 681.96,
                    "end": 682.54,
                    "word": " We",
                    "probability": 0.90087890625
                },
                {
                    "start": 682.54,
                    "end": 682.82,
                    "word": " also",
                    "probability": 0.81103515625
                }
            ]
        },
        {
            "id": 108,
            "seek": 67872,
            "start": 682.82,
            "end": 687.64,
            "text": " need to define all of the human access points into the environment. Again, in our",
            "tokens": [
                50364,
                643,
                281,
                6964,
                439,
                295,
                264,
                1952,
                2105,
                2793,
                666,
                264,
                2823,
                13,
                3764,
                11,
                294,
                527,
                50604
            ],
            "temperature": 0.0,
            "avg_logprob": -0.2367527235461318,
            "compression_ratio": 1.602510460251046,
            "no_speech_prob": 0.055816650390625,
            "words": [
                {
                    "start": 682.82,
                    "end": 683.0,
                    "word": " need",
                    "probability": 0.291015625
                },
                {
                    "start": 683.0,
                    "end": 683.1,
                    "word": " to",
                    "probability": 0.904296875
                },
                {
                    "start": 683.1,
                    "end": 683.48,
                    "word": " define",
                    "probability": 0.88525390625
                },
                {
                    "start": 683.48,
                    "end": 683.84,
                    "word": " all",
                    "probability": 0.9033203125
                },
                {
                    "start": 683.84,
                    "end": 683.96,
                    "word": " of",
                    "probability": 0.82958984375
                },
                {
                    "start": 683.96,
                    "end": 684.08,
                    "word": " the",
                    "probability": 0.81396484375
                },
                {
                    "start": 684.08,
                    "end": 684.38,
                    "word": " human",
                    "probability": 0.78759765625
                },
                {
                    "start": 684.38,
                    "end": 684.76,
                    "word": " access",
                    "probability": 0.8017578125
                },
                {
                    "start": 684.76,
                    "end": 685.1,
                    "word": " points",
                    "probability": 0.7529296875
                },
                {
                    "start": 685.1,
                    "end": 685.3,
                    "word": " into",
                    "probability": 0.69677734375
                },
                {
                    "start": 685.3,
                    "end": 685.48,
                    "word": " the",
                    "probability": 0.80908203125
                },
                {
                    "start": 685.48,
                    "end": 685.9,
                    "word": " environment",
                    "probability": 0.759765625
                },
                {
                    "start": 685.9,
                    "end": 686.46,
                    "word": ".",
                    "probability": 0.9765625
                },
                {
                    "start": 686.96,
                    "end": 687.36,
                    "word": " Again",
                    "probability": 0.88818359375
                },
                {
                    "start": 687.36,
                    "end": 687.44,
                    "word": ",",
                    "probability": 0.8203125
                },
                {
                    "start": 687.44,
                    "end": 687.52,
                    "word": " in",
                    "probability": 0.90576171875
                },
                {
                    "start": 687.52,
                    "end": 687.64,
                    "word": " our",
                    "probability": 0.8212890625
                }
            ]
        },
        {
            "id": 109,
            "seek": 67872,
            "start": 687.64,
            "end": 691.8,
            "text": " simplified environment, that's just the bastion host. But depending on your",
            "tokens": [
                50604,
                26335,
                2823,
                11,
                300,
                311,
                445,
                264,
                8414,
                313,
                3975,
                13,
                583,
                5413,
                322,
                428,
                50810
            ],
            "temperature": 0.0,
            "avg_logprob": -0.2367527235461318,
            "compression_ratio": 1.602510460251046,
            "no_speech_prob": 0.055816650390625,
            "words": [
                {
                    "start": 687.64,
                    "end": 688.0,
                    "word": " simplified",
                    "probability": 0.822265625
                },
                {
                    "start": 688.0,
                    "end": 688.56,
                    "word": " environment",
                    "probability": 0.76416015625
                },
                {
                    "start": 688.56,
                    "end": 688.72,
                    "word": ",",
                    "probability": 0.85107421875
                },
                {
                    "start": 688.72,
                    "end": 688.96,
                    "word": " that's",
                    "probability": 0.9375
                },
                {
                    "start": 688.96,
                    "end": 689.12,
                    "word": " just",
                    "probability": 0.88818359375
                },
                {
                    "start": 689.12,
                    "end": 689.28,
                    "word": " the",
                    "probability": 0.81640625
                },
                {
                    "start": 689.28,
                    "end": 689.64,
                    "word": " bastion",
                    "probability": 0.7210693359375
                },
                {
                    "start": 689.64,
                    "end": 690.0,
                    "word": " host",
                    "probability": 0.6044921875
                },
                {
                    "start": 690.0,
                    "end": 690.3,
                    "word": ".",
                    "probability": 0.4560546875
                },
                {
                    "start": 690.3,
                    "end": 690.44,
                    "word": " But",
                    "probability": 0.8876953125
                },
                {
                    "start": 690.44,
                    "end": 691.12,
                    "word": " depending",
                    "probability": 0.755859375
                },
                {
                    "start": 691.12,
                    "end": 691.46,
                    "word": " on",
                    "probability": 0.9091796875
                },
                {
                    "start": 691.46,
                    "end": 691.8,
                    "word": " your",
                    "probability": 0.8056640625
                }
            ]
        },
        {
            "id": 110,
            "seek": 67872,
            "start": 691.8,
            "end": 696.52,
            "text": " network architecture, you might need to include other sets of load balance",
            "tokens": [
                50810,
                3209,
                9482,
                11,
                291,
                1062,
                643,
                281,
                4090,
                661,
                6352,
                295,
                3677,
                4772,
                51048
            ],
            "temperature": 0.0,
            "avg_logprob": -0.2367527235461318,
            "compression_ratio": 1.602510460251046,
            "no_speech_prob": 0.055816650390625,
            "words": [
                {
                    "start": 691.8,
                    "end": 692.16,
                    "word": " network",
                    "probability": 0.85205078125
                },
                {
                    "start": 692.16,
                    "end": 692.72,
                    "word": " architecture",
                    "probability": 0.86181640625
                },
                {
                    "start": 692.72,
                    "end": 693.18,
                    "word": ",",
                    "probability": 0.97314453125
                },
                {
                    "start": 693.18,
                    "end": 693.46,
                    "word": " you",
                    "probability": 0.89599609375
                },
                {
                    "start": 693.46,
                    "end": 693.68,
                    "word": " might",
                    "probability": 0.8125
                },
                {
                    "start": 693.68,
                    "end": 694.12,
                    "word": " need",
                    "probability": 0.791015625
                },
                {
                    "start": 694.12,
                    "end": 694.26,
                    "word": " to",
                    "probability": 0.90673828125
                },
                {
                    "start": 694.26,
                    "end": 694.72,
                    "word": " include",
                    "probability": 0.76123046875
                },
                {
                    "start": 694.72,
                    "end": 695.64,
                    "word": " other",
                    "probability": 0.78564453125
                },
                {
                    "start": 695.64,
                    "end": 695.9,
                    "word": " sets",
                    "probability": 0.81689453125
                },
                {
                    "start": 695.9,
                    "end": 696.06,
                    "word": " of",
                    "probability": 0.904296875
                },
                {
                    "start": 696.06,
                    "end": 696.22,
                    "word": " load",
                    "probability": 0.896484375
                },
                {
                    "start": 696.22,
                    "end": 696.52,
                    "word": " balance",
                    "probability": 0.73291015625
                }
            ]
        },
        {
            "id": 111,
            "seek": 67872,
            "start": 696.52,
            "end": 702.06,
            "text": " machines, virtual desktops, employee workstations, anything of that nature.",
            "tokens": [
                51048,
                8379,
                11,
                6374,
                730,
                2320,
                3370,
                11,
                10738,
                589,
                372,
                763,
                11,
                1340,
                295,
                300,
                3687,
                13,
                51306
            ],
            "temperature": 0.0,
            "avg_logprob": -0.2367527235461318,
            "compression_ratio": 1.602510460251046,
            "no_speech_prob": 0.055816650390625,
            "words": [
                {
                    "start": 696.52,
                    "end": 697.14,
                    "word": " machines",
                    "probability": 0.83447265625
                },
                {
                    "start": 697.14,
                    "end": 697.8,
                    "word": ",",
                    "probability": 0.98974609375
                },
                {
                    "start": 697.8,
                    "end": 698.16,
                    "word": " virtual",
                    "probability": 0.84765625
                },
                {
                    "start": 698.16,
                    "end": 698.94,
                    "word": " desktops",
                    "probability": 0.93798828125
                },
                {
                    "start": 698.94,
                    "end": 699.12,
                    "word": ",",
                    "probability": 0.9951171875
                },
                {
                    "start": 699.12,
                    "end": 699.44,
                    "word": " employee",
                    "probability": 0.693359375
                },
                {
                    "start": 699.44,
                    "end": 700.28,
                    "word": " workstations",
                    "probability": 0.9443359375
                },
                {
                    "start": 700.28,
                    "end": 700.86,
                    "word": ",",
                    "probability": 0.89013671875
                },
                {
                    "start": 700.86,
                    "end": 701.14,
                    "word": " anything",
                    "probability": 0.8525390625
                },
                {
                    "start": 701.14,
                    "end": 701.38,
                    "word": " of",
                    "probability": 0.904296875
                },
                {
                    "start": 701.38,
                    "end": 701.56,
                    "word": " that",
                    "probability": 0.88232421875
                },
                {
                    "start": 701.56,
                    "end": 701.92,
                    "word": " nature",
                    "probability": 0.76953125
                },
                {
                    "start": 701.92,
                    "end": 702.06,
                    "word": ".",
                    "probability": 0.81201171875
                }
            ]
        },
        {
            "id": 112,
            "seek": 67872,
            "start": 702.06,
            "end": 707.94,
            "text": " That goes in the second list. And then all we do to detect is look for any",
            "tokens": [
                51306,
                663,
                1709,
                294,
                264,
                1150,
                1329,
                13,
                400,
                550,
                439,
                321,
                360,
                281,
                5531,
                307,
                574,
                337,
                604,
                51614
            ],
            "temperature": 0.0,
            "avg_logprob": -0.2367527235461318,
            "compression_ratio": 1.602510460251046,
            "no_speech_prob": 0.055816650390625,
            "words": [
                {
                    "start": 702.06,
                    "end": 702.28,
                    "word": " That",
                    "probability": 0.8076171875
                },
                {
                    "start": 702.28,
                    "end": 702.46,
                    "word": " goes",
                    "probability": 0.85498046875
                },
                {
                    "start": 702.46,
                    "end": 702.6,
                    "word": " in",
                    "probability": 0.896484375
                },
                {
                    "start": 702.6,
                    "end": 702.74,
                    "word": " the",
                    "probability": 0.8017578125
                },
                {
                    "start": 702.74,
                    "end": 703.02,
                    "word": " second",
                    "probability": 0.79736328125
                },
                {
                    "start": 703.02,
                    "end": 703.44,
                    "word": " list",
                    "probability": 0.865234375
                },
                {
                    "start": 703.44,
                    "end": 704.0,
                    "word": ".",
                    "probability": 0.99365234375
                },
                {
                    "start": 704.84,
                    "end": 705.06,
                    "word": " And",
                    "probability": 0.8876953125
                },
                {
                    "start": 705.06,
                    "end": 705.24,
                    "word": " then",
                    "probability": 0.72314453125
                },
                {
                    "start": 705.24,
                    "end": 705.5,
                    "word": " all",
                    "probability": 0.7734375
                },
                {
                    "start": 705.5,
                    "end": 705.66,
                    "word": " we",
                    "probability": 0.904296875
                },
                {
                    "start": 705.66,
                    "end": 705.78,
                    "word": " do",
                    "probability": 0.89990234375
                },
                {
                    "start": 705.78,
                    "end": 705.94,
                    "word": " to",
                    "probability": 0.89892578125
                },
                {
                    "start": 705.94,
                    "end": 706.38,
                    "word": " detect",
                    "probability": 0.9111328125
                },
                {
                    "start": 706.38,
                    "end": 706.98,
                    "word": " is",
                    "probability": 0.8955078125
                },
                {
                    "start": 706.98,
                    "end": 707.42,
                    "word": " look",
                    "probability": 0.91162109375
                },
                {
                    "start": 707.42,
                    "end": 707.66,
                    "word": " for",
                    "probability": 0.89404296875
                },
                {
                    "start": 707.66,
                    "end": 707.94,
                    "word": " any",
                    "probability": 0.81640625
                }
            ]
        },
        {
            "id": 113,
            "seek": 70584,
            "start": 707.94,
            "end": 716.58,
            "text": " connections between those two sets of servers. Then alert, investigate, enjoy",
            "tokens": [
                50364,
                9271,
                1296,
                729,
                732,
                6352,
                295,
                15909,
                13,
                1396,
                9615,
                11,
                15013,
                11,
                2103,
                50796
            ],
            "temperature": 0.0,
            "avg_logprob": -0.20203718920297262,
            "compression_ratio": 1.5072463768115942,
            "no_speech_prob": 0.034088134765625,
            "words": [
                {
                    "start": 707.94,
                    "end": 708.52,
                    "word": " connections",
                    "probability": 0.5703125
                },
                {
                    "start": 708.52,
                    "end": 709.46,
                    "word": " between",
                    "probability": 0.7802734375
                },
                {
                    "start": 709.46,
                    "end": 709.94,
                    "word": " those",
                    "probability": 0.86181640625
                },
                {
                    "start": 709.94,
                    "end": 710.34,
                    "word": " two",
                    "probability": 0.81591796875
                },
                {
                    "start": 710.34,
                    "end": 710.94,
                    "word": " sets",
                    "probability": 0.81640625
                },
                {
                    "start": 710.94,
                    "end": 711.12,
                    "word": " of",
                    "probability": 0.912109375
                },
                {
                    "start": 711.12,
                    "end": 711.5,
                    "word": " servers",
                    "probability": 0.7939453125
                },
                {
                    "start": 711.5,
                    "end": 712.14,
                    "word": ".",
                    "probability": 0.9326171875
                },
                {
                    "start": 713.1,
                    "end": 713.7,
                    "word": " Then",
                    "probability": 0.79736328125
                },
                {
                    "start": 713.7,
                    "end": 714.48,
                    "word": " alert",
                    "probability": 0.4560546875
                },
                {
                    "start": 714.48,
                    "end": 714.86,
                    "word": ",",
                    "probability": 0.92919921875
                },
                {
                    "start": 714.86,
                    "end": 715.4,
                    "word": " investigate",
                    "probability": 0.75634765625
                },
                {
                    "start": 715.4,
                    "end": 716.2,
                    "word": ",",
                    "probability": 0.888671875
                },
                {
                    "start": 716.2,
                    "end": 716.58,
                    "word": " enjoy",
                    "probability": 0.76904296875
                }
            ]
        },
        {
            "id": 114,
            "seek": 70584,
            "start": 716.58,
            "end": 725.08,
            "text": " detecting this lateral movement. Let's take a quick look at what this looks",
            "tokens": [
                50796,
                40237,
                341,
                25128,
                3963,
                13,
                961,
                311,
                747,
                257,
                1702,
                574,
                412,
                437,
                341,
                1542,
                51070
            ],
            "temperature": 0.0,
            "avg_logprob": -0.20203718920297262,
            "compression_ratio": 1.5072463768115942,
            "no_speech_prob": 0.034088134765625,
            "words": [
                {
                    "start": 716.58,
                    "end": 717.06,
                    "word": " detecting",
                    "probability": 0.751953125
                },
                {
                    "start": 717.06,
                    "end": 717.76,
                    "word": " this",
                    "probability": 0.876953125
                },
                {
                    "start": 717.76,
                    "end": 718.06,
                    "word": " lateral",
                    "probability": 0.82763671875
                },
                {
                    "start": 718.06,
                    "end": 718.54,
                    "word": " movement",
                    "probability": 0.84375
                },
                {
                    "start": 718.54,
                    "end": 719.18,
                    "word": ".",
                    "probability": 0.99609375
                },
                {
                    "start": 722.96,
                    "end": 723.6,
                    "word": " Let's",
                    "probability": 0.942626953125
                },
                {
                    "start": 723.6,
                    "end": 723.8,
                    "word": " take",
                    "probability": 0.81689453125
                },
                {
                    "start": 723.9,
                    "end": 724.08,
                    "word": " a quick",
                    "probability": 0.9169921875
                },
                {
                    "start": 724.08,
                    "end": 724.34,
                    "word": " look",
                    "probability": 0.9150390625
                },
                {
                    "start": 724.34,
                    "end": 724.56,
                    "word": " at",
                    "probability": 0.90625
                },
                {
                    "start": 724.56,
                    "end": 724.7,
                    "word": " what",
                    "probability": 0.88623046875
                },
                {
                    "start": 724.7,
                    "end": 724.9,
                    "word": " this",
                    "probability": 0.88037109375
                },
                {
                    "start": 724.9,
                    "end": 725.08,
                    "word": " looks",
                    "probability": 0.798828125
                }
            ]
        },
        {
            "id": 115,
            "seek": 70584,
            "start": 725.08,
            "end": 736.86,
            "text": " like in practice. So for the demo, we're going to look at a couple of scenarios.",
            "tokens": [
                51070,
                411,
                294,
                3124,
                13,
                407,
                337,
                264,
                10723,
                11,
                321,
                434,
                516,
                281,
                574,
                412,
                257,
                1916,
                295,
                15077,
                13,
                51374
            ],
            "temperature": 0.0,
            "avg_logprob": -0.20203718920297262,
            "compression_ratio": 1.5072463768115942,
            "no_speech_prob": 0.034088134765625,
            "words": [
                {
                    "start": 725.08,
                    "end": 725.34,
                    "word": " like",
                    "probability": 0.87744140625
                },
                {
                    "start": 725.34,
                    "end": 725.76,
                    "word": " in",
                    "probability": 0.90771484375
                },
                {
                    "start": 725.76,
                    "end": 726.26,
                    "word": " practice",
                    "probability": 0.76953125
                },
                {
                    "start": 726.26,
                    "end": 726.9,
                    "word": ".",
                    "probability": 0.99755859375
                },
                {
                    "start": 733.3,
                    "end": 733.9,
                    "word": " So",
                    "probability": 0.7080078125
                },
                {
                    "start": 733.9,
                    "end": 734.18,
                    "word": " for",
                    "probability": 0.73828125
                },
                {
                    "start": 734.18,
                    "end": 734.32,
                    "word": " the",
                    "probability": 0.81884765625
                },
                {
                    "start": 734.32,
                    "end": 734.52,
                    "word": " demo",
                    "probability": 0.7294921875
                },
                {
                    "start": 734.52,
                    "end": 734.56,
                    "word": ",",
                    "probability": 0.90478515625
                },
                {
                    "start": 734.56,
                    "end": 734.72,
                    "word": " we're",
                    "probability": 0.921142578125
                },
                {
                    "start": 734.72,
                    "end": 734.8,
                    "word": " going",
                    "probability": 0.77587890625
                },
                {
                    "start": 734.8,
                    "end": 734.88,
                    "word": " to",
                    "probability": 0.90576171875
                },
                {
                    "start": 734.88,
                    "end": 735.04,
                    "word": " look",
                    "probability": 0.9169921875
                },
                {
                    "start": 735.04,
                    "end": 735.14,
                    "word": " at",
                    "probability": 0.9091796875
                },
                {
                    "start": 735.28,
                    "end": 735.54,
                    "word": " a couple",
                    "probability": 0.7861328125
                },
                {
                    "start": 735.54,
                    "end": 735.76,
                    "word": " of",
                    "probability": 0.9033203125
                },
                {
                    "start": 735.76,
                    "end": 736.22,
                    "word": " scenarios",
                    "probability": 0.84619140625
                },
                {
                    "start": 736.22,
                    "end": 736.86,
                    "word": ".",
                    "probability": 0.9951171875
                }
            ]
        },
        {
            "id": 116,
            "seek": 70584,
            "start": 737.1,
            "end": 743.56,
            "text": " First up, let me tell you what you're seeing. In this environment, I've got a",
            "tokens": [
                51374,
                2386,
                493,
                11,
                718,
                385,
                980,
                291,
                437,
                291,
                434,
                2577,
                13,
                682,
                341,
                2823,
                11,
                286,
                600,
                658,
                257,
                51702
            ],
            "temperature": 0.0,
            "avg_logprob": -0.20203718920297262,
            "compression_ratio": 1.5072463768115942,
            "no_speech_prob": 0.034088134765625,
            "words": [
                {
                    "start": 737.1,
                    "end": 737.68,
                    "word": " First",
                    "probability": 0.890625
                },
                {
                    "start": 737.68,
                    "end": 737.92,
                    "word": " up",
                    "probability": 0.87646484375
                },
                {
                    "start": 737.92,
                    "end": 738.34,
                    "word": ",",
                    "probability": 0.97705078125
                },
                {
                    "start": 738.34,
                    "end": 738.6,
                    "word": " let",
                    "probability": 0.89794921875
                },
                {
                    "start": 738.6,
                    "end": 738.64,
                    "word": " me",
                    "probability": 0.904296875
                },
                {
                    "start": 738.64,
                    "end": 738.78,
                    "word": " tell",
                    "probability": 0.8271484375
                },
                {
                    "start": 738.78,
                    "end": 738.86,
                    "word": " you",
                    "probability": 0.89404296875
                },
                {
                    "start": 738.86,
                    "end": 738.98,
                    "word": " what",
                    "probability": 0.88525390625
                },
                {
                    "start": 738.98,
                    "end": 739.1,
                    "word": " you're",
                    "probability": 0.922119140625
                },
                {
                    "start": 739.1,
                    "end": 739.42,
                    "word": " seeing",
                    "probability": 0.79833984375
                },
                {
                    "start": 739.42,
                    "end": 740.06,
                    "word": ".",
                    "probability": 0.95068359375
                },
                {
                    "start": 740.16,
                    "end": 740.8,
                    "word": " In",
                    "probability": 0.9150390625
                },
                {
                    "start": 740.8,
                    "end": 741.0,
                    "word": " this",
                    "probability": 0.88232421875
                },
                {
                    "start": 741.0,
                    "end": 741.68,
                    "word": " environment",
                    "probability": 0.73486328125
                },
                {
                    "start": 741.68,
                    "end": 742.12,
                    "word": ",",
                    "probability": 0.85986328125
                },
                {
                    "start": 742.12,
                    "end": 742.8,
                    "word": " I've",
                    "probability": 0.9775390625
                },
                {
                    "start": 742.8,
                    "end": 743.12,
                    "word": " got",
                    "probability": 0.89404296875
                },
                {
                    "start": 743.12,
                    "end": 743.56,
                    "word": " a",
                    "probability": 0.99853515625
                }
            ]
        },
        {
            "id": 117,
            "seek": 73236,
            "start": 743.56,
            "end": 748.44,
            "text": " bastion host that's used for manually accessing it when needed, an application",
            "tokens": [
                50364,
                8414,
                313,
                3975,
                300,
                311,
                1143,
                337,
                16945,
                26440,
                309,
                562,
                2978,
                11,
                364,
                3861,
                50616
            ],
            "temperature": 0.0,
            "avg_logprob": -0.20698924218454667,
            "compression_ratio": 1.668122270742358,
            "no_speech_prob": 0.344970703125,
            "words": [
                {
                    "start": 743.56,
                    "end": 743.96,
                    "word": " bastion",
                    "probability": 0.58221435546875
                },
                {
                    "start": 743.96,
                    "end": 744.22,
                    "word": " host",
                    "probability": 0.724609375
                },
                {
                    "start": 744.22,
                    "end": 744.56,
                    "word": " that's",
                    "probability": 0.893798828125
                },
                {
                    "start": 744.56,
                    "end": 744.72,
                    "word": " used",
                    "probability": 0.8203125
                },
                {
                    "start": 744.72,
                    "end": 745.02,
                    "word": " for",
                    "probability": 0.89501953125
                },
                {
                    "start": 745.02,
                    "end": 745.4,
                    "word": " manually",
                    "probability": 0.81591796875
                },
                {
                    "start": 745.4,
                    "end": 745.88,
                    "word": " accessing",
                    "probability": 0.72607421875
                },
                {
                    "start": 745.88,
                    "end": 746.18,
                    "word": " it",
                    "probability": 0.904296875
                },
                {
                    "start": 746.18,
                    "end": 746.38,
                    "word": " when",
                    "probability": 0.85400390625
                },
                {
                    "start": 746.38,
                    "end": 746.64,
                    "word": " needed",
                    "probability": 0.74755859375
                },
                {
                    "start": 746.64,
                    "end": 747.28,
                    "word": ",",
                    "probability": 0.79052734375
                },
                {
                    "start": 747.28,
                    "end": 747.88,
                    "word": " an",
                    "probability": 0.88330078125
                },
                {
                    "start": 747.88,
                    "end": 748.44,
                    "word": " application",
                    "probability": 0.763671875
                }
            ]
        },
        {
            "id": 118,
            "seek": 73236,
            "start": 748.44,
            "end": 754.34,
            "text": " server, and a configuration server running Puppet. So just to make sure that",
            "tokens": [
                50616,
                7154,
                11,
                293,
                257,
                11694,
                7154,
                2614,
                430,
                10504,
                302,
                13,
                407,
                445,
                281,
                652,
                988,
                300,
                50902
            ],
            "temperature": 0.0,
            "avg_logprob": -0.20698924218454667,
            "compression_ratio": 1.668122270742358,
            "no_speech_prob": 0.344970703125,
            "words": [
                {
                    "start": 748.44,
                    "end": 748.94,
                    "word": " server",
                    "probability": 0.8408203125
                },
                {
                    "start": 748.94,
                    "end": 749.4,
                    "word": ",",
                    "probability": 0.8271484375
                },
                {
                    "start": 749.4,
                    "end": 750.12,
                    "word": " and",
                    "probability": 0.896484375
                },
                {
                    "start": 750.36,
                    "end": 750.76,
                    "word": " a configuration",
                    "probability": 0.84521484375
                },
                {
                    "start": 750.76,
                    "end": 751.34,
                    "word": " server",
                    "probability": 0.84326171875
                },
                {
                    "start": 751.34,
                    "end": 751.7,
                    "word": " running",
                    "probability": 0.85693359375
                },
                {
                    "start": 751.7,
                    "end": 752.08,
                    "word": " Puppet",
                    "probability": 0.8873697916666666
                },
                {
                    "start": 752.08,
                    "end": 752.56,
                    "word": ".",
                    "probability": 0.98583984375
                },
                {
                    "start": 752.64,
                    "end": 753.32,
                    "word": " So",
                    "probability": 0.81787109375
                },
                {
                    "start": 753.32,
                    "end": 753.66,
                    "word": " just",
                    "probability": 0.68994140625
                },
                {
                    "start": 753.66,
                    "end": 753.78,
                    "word": " to",
                    "probability": 0.90673828125
                },
                {
                    "start": 753.78,
                    "end": 753.92,
                    "word": " make",
                    "probability": 0.87353515625
                },
                {
                    "start": 753.92,
                    "end": 754.1,
                    "word": " sure",
                    "probability": 0.81591796875
                },
                {
                    "start": 754.1,
                    "end": 754.34,
                    "word": " that",
                    "probability": 0.87451171875
                }
            ]
        },
        {
            "id": 119,
            "seek": 73236,
            "start": 754.34,
            "end": 759.88,
            "text": " there's nothing up my sleeves, what we're going to do for this demo is run some",
            "tokens": [
                50902,
                456,
                311,
                1825,
                493,
                452,
                24555,
                11,
                437,
                321,
                434,
                516,
                281,
                360,
                337,
                341,
                10723,
                307,
                1190,
                512,
                51174
            ],
            "temperature": 0.0,
            "avg_logprob": -0.20698924218454667,
            "compression_ratio": 1.668122270742358,
            "no_speech_prob": 0.344970703125,
            "words": [
                {
                    "start": 754.34,
                    "end": 754.68,
                    "word": " there's",
                    "probability": 0.92138671875
                },
                {
                    "start": 754.68,
                    "end": 754.92,
                    "word": " nothing",
                    "probability": 0.85400390625
                },
                {
                    "start": 754.92,
                    "end": 755.08,
                    "word": " up",
                    "probability": 0.90966796875
                },
                {
                    "start": 755.08,
                    "end": 755.22,
                    "word": " my",
                    "probability": 0.9140625
                },
                {
                    "start": 755.22,
                    "end": 755.58,
                    "word": " sleeves",
                    "probability": 0.76123046875
                },
                {
                    "start": 755.58,
                    "end": 756.36,
                    "word": ",",
                    "probability": 0.87353515625
                },
                {
                    "start": 756.36,
                    "end": 757.14,
                    "word": " what",
                    "probability": 0.841796875
                },
                {
                    "start": 757.14,
                    "end": 757.28,
                    "word": " we're",
                    "probability": 0.9296875
                },
                {
                    "start": 757.28,
                    "end": 757.44,
                    "word": " going",
                    "probability": 0.85693359375
                },
                {
                    "start": 757.44,
                    "end": 757.58,
                    "word": " to",
                    "probability": 0.90673828125
                },
                {
                    "start": 757.58,
                    "end": 757.82,
                    "word": " do",
                    "probability": 0.912109375
                },
                {
                    "start": 757.82,
                    "end": 758.08,
                    "word": " for",
                    "probability": 0.89453125
                },
                {
                    "start": 758.08,
                    "end": 758.32,
                    "word": " this",
                    "probability": 0.8818359375
                },
                {
                    "start": 758.32,
                    "end": 758.6,
                    "word": " demo",
                    "probability": 0.73095703125
                },
                {
                    "start": 758.6,
                    "end": 759.22,
                    "word": " is",
                    "probability": 0.89111328125
                },
                {
                    "start": 759.22,
                    "end": 759.54,
                    "word": " run",
                    "probability": 0.90234375
                },
                {
                    "start": 759.54,
                    "end": 759.88,
                    "word": " some",
                    "probability": 0.81298828125
                }
            ]
        },
        {
            "id": 120,
            "seek": 73236,
            "start": 759.88,
            "end": 766.16,
            "text": " Puppet configuration in the background. This will be traffic both within the",
            "tokens": [
                51174,
                430,
                10504,
                302,
                11694,
                294,
                264,
                3678,
                13,
                639,
                486,
                312,
                6419,
                1293,
                1951,
                264,
                51492
            ],
            "temperature": 0.0,
            "avg_logprob": -0.20698924218454667,
            "compression_ratio": 1.668122270742358,
            "no_speech_prob": 0.344970703125,
            "words": [
                {
                    "start": 759.88,
                    "end": 760.26,
                    "word": " Puppet",
                    "probability": 0.9593098958333334
                },
                {
                    "start": 760.26,
                    "end": 760.98,
                    "word": " configuration",
                    "probability": 0.81494140625
                },
                {
                    "start": 760.98,
                    "end": 761.34,
                    "word": " in",
                    "probability": 0.9091796875
                },
                {
                    "start": 761.34,
                    "end": 761.46,
                    "word": " the",
                    "probability": 0.81396484375
                },
                {
                    "start": 761.46,
                    "end": 761.9,
                    "word": " background",
                    "probability": 0.76611328125
                },
                {
                    "start": 761.9,
                    "end": 762.58,
                    "word": ".",
                    "probability": 0.986328125
                },
                {
                    "start": 763.1,
                    "end": 763.78,
                    "word": " This",
                    "probability": 0.79638671875
                },
                {
                    "start": 763.78,
                    "end": 763.88,
                    "word": " will",
                    "probability": 0.712890625
                },
                {
                    "start": 763.88,
                    "end": 764.16,
                    "word": " be",
                    "probability": 0.89111328125
                },
                {
                    "start": 764.16,
                    "end": 764.84,
                    "word": " traffic",
                    "probability": 0.82373046875
                },
                {
                    "start": 764.84,
                    "end": 765.5,
                    "word": " both",
                    "probability": 0.724609375
                },
                {
                    "start": 765.5,
                    "end": 765.98,
                    "word": " within",
                    "probability": 0.76611328125
                },
                {
                    "start": 765.98,
                    "end": 766.16,
                    "word": " the",
                    "probability": 0.81396484375
                }
            ]
        },
        {
            "id": 121,
            "seek": 73236,
            "start": 766.16,
            "end": 770.08,
            "text": " environment to the Puppet server and external to the environment, SSH",
            "tokens": [
                51492,
                2823,
                281,
                264,
                430,
                10504,
                302,
                7154,
                293,
                8320,
                281,
                264,
                2823,
                11,
                12238,
                39,
                51688
            ],
            "temperature": 0.0,
            "avg_logprob": -0.20698924218454667,
            "compression_ratio": 1.668122270742358,
            "no_speech_prob": 0.344970703125,
            "words": [
                {
                    "start": 766.16,
                    "end": 766.52,
                    "word": " environment",
                    "probability": 0.76416015625
                },
                {
                    "start": 766.52,
                    "end": 766.72,
                    "word": " to",
                    "probability": 0.81640625
                },
                {
                    "start": 766.72,
                    "end": 766.86,
                    "word": " the",
                    "probability": 0.814453125
                },
                {
                    "start": 766.86,
                    "end": 767.08,
                    "word": " Puppet",
                    "probability": 0.9651692708333334
                },
                {
                    "start": 767.08,
                    "end": 767.36,
                    "word": " server",
                    "probability": 0.79345703125
                },
                {
                    "start": 767.36,
                    "end": 768.18,
                    "word": " and",
                    "probability": 0.7392578125
                },
                {
                    "start": 768.18,
                    "end": 768.6,
                    "word": " external",
                    "probability": 0.81396484375
                },
                {
                    "start": 768.6,
                    "end": 768.84,
                    "word": " to",
                    "probability": 0.90380859375
                },
                {
                    "start": 768.84,
                    "end": 768.98,
                    "word": " the",
                    "probability": 0.80908203125
                },
                {
                    "start": 768.98,
                    "end": 769.44,
                    "word": " environment",
                    "probability": 0.74755859375
                },
                {
                    "start": 769.44,
                    "end": 769.62,
                    "word": ",",
                    "probability": 0.300537109375
                },
                {
                    "start": 769.62,
                    "end": 770.08,
                    "word": " SSH",
                    "probability": 0.9091796875
                }
            ]
        },
        {
            "id": 122,
            "seek": 75614,
            "start": 770.08,
            "end": 775.3,
            "text": " connections and HTTPS connections out to the wider internet. So let's get that",
            "tokens": [
                50366,
                9271,
                293,
                11751,
                51,
                6273,
                9271,
                484,
                281,
                264,
                11842,
                4705,
                13,
                407,
                718,
                311,
                483,
                300,
                50624
            ],
            "temperature": 0.0,
            "avg_logprob": -0.2529296796768904,
            "compression_ratio": 1.6349206349206349,
            "no_speech_prob": 0.042083740234375,
            "words": [
                {
                    "start": 770.08,
                    "end": 770.64,
                    "word": " connections",
                    "probability": 0.529296875
                },
                {
                    "start": 770.64,
                    "end": 770.82,
                    "word": " and",
                    "probability": 0.87548828125
                },
                {
                    "start": 770.82,
                    "end": 771.44,
                    "word": " HTTPS",
                    "probability": 0.93017578125
                },
                {
                    "start": 771.44,
                    "end": 772.02,
                    "word": " connections",
                    "probability": 0.84130859375
                },
                {
                    "start": 772.02,
                    "end": 772.38,
                    "word": " out",
                    "probability": 0.7958984375
                },
                {
                    "start": 772.38,
                    "end": 772.5,
                    "word": " to",
                    "probability": 0.9052734375
                },
                {
                    "start": 772.5,
                    "end": 772.62,
                    "word": " the",
                    "probability": 0.8115234375
                },
                {
                    "start": 772.62,
                    "end": 772.86,
                    "word": " wider",
                    "probability": 0.80224609375
                },
                {
                    "start": 772.86,
                    "end": 773.26,
                    "word": " internet",
                    "probability": 0.5068359375
                },
                {
                    "start": 773.26,
                    "end": 773.86,
                    "word": ".",
                    "probability": 0.92626953125
                },
                {
                    "start": 774.34,
                    "end": 774.82,
                    "word": " So",
                    "probability": 0.8291015625
                },
                {
                    "start": 774.82,
                    "end": 774.94,
                    "word": " let's",
                    "probability": 0.88916015625
                },
                {
                    "start": 774.94,
                    "end": 775.08,
                    "word": " get",
                    "probability": 0.8994140625
                },
                {
                    "start": 775.08,
                    "end": 775.3,
                    "word": " that",
                    "probability": 0.88037109375
                }
            ]
        },
        {
            "id": 123,
            "seek": 75614,
            "start": 775.3,
            "end": 784.1,
            "text": " started. And then while this runs, jump over to the bastion host. And as you can",
            "tokens": [
                50624,
                1409,
                13,
                400,
                550,
                1339,
                341,
                6676,
                11,
                3012,
                670,
                281,
                264,
                8414,
                313,
                3975,
                13,
                400,
                382,
                291,
                393,
                51064
            ],
            "temperature": 0.0,
            "avg_logprob": -0.2529296796768904,
            "compression_ratio": 1.6349206349206349,
            "no_speech_prob": 0.042083740234375,
            "words": [
                {
                    "start": 775.3,
                    "end": 775.62,
                    "word": " started",
                    "probability": 0.78857421875
                },
                {
                    "start": 775.62,
                    "end": 776.22,
                    "word": ".",
                    "probability": 0.74951171875
                },
                {
                    "start": 778.44,
                    "end": 778.66,
                    "word": " And",
                    "probability": 0.81787109375
                },
                {
                    "start": 778.66,
                    "end": 778.98,
                    "word": " then",
                    "probability": 0.72607421875
                },
                {
                    "start": 778.98,
                    "end": 779.56,
                    "word": " while",
                    "probability": 0.73779296875
                },
                {
                    "start": 779.56,
                    "end": 779.82,
                    "word": " this",
                    "probability": 0.884765625
                },
                {
                    "start": 779.82,
                    "end": 780.26,
                    "word": " runs",
                    "probability": 0.8251953125
                },
                {
                    "start": 780.26,
                    "end": 781.22,
                    "word": ",",
                    "probability": 0.85546875
                },
                {
                    "start": 781.22,
                    "end": 781.7,
                    "word": " jump",
                    "probability": 0.483642578125
                },
                {
                    "start": 781.7,
                    "end": 781.88,
                    "word": " over",
                    "probability": 0.88330078125
                },
                {
                    "start": 781.88,
                    "end": 782.02,
                    "word": " to",
                    "probability": 0.90673828125
                },
                {
                    "start": 782.02,
                    "end": 782.16,
                    "word": " the",
                    "probability": 0.81494140625
                },
                {
                    "start": 782.16,
                    "end": 782.56,
                    "word": " bastion",
                    "probability": 0.6705322265625
                },
                {
                    "start": 782.56,
                    "end": 782.92,
                    "word": " host",
                    "probability": 0.8466796875
                },
                {
                    "start": 782.92,
                    "end": 783.52,
                    "word": ".",
                    "probability": 0.52978515625
                },
                {
                    "start": 783.62,
                    "end": 783.78,
                    "word": " And",
                    "probability": 0.81201171875
                },
                {
                    "start": 783.78,
                    "end": 783.9,
                    "word": " as",
                    "probability": 0.875
                },
                {
                    "start": 783.9,
                    "end": 783.98,
                    "word": " you",
                    "probability": 0.896484375
                },
                {
                    "start": 783.98,
                    "end": 784.1,
                    "word": " can",
                    "probability": 0.89501953125
                }
            ]
        },
        {
            "id": 124,
            "seek": 75614,
            "start": 784.1,
            "end": 788.66,
            "text": " see, we've already compromised the bastion host. And we see some SSH",
            "tokens": [
                51064,
                536,
                11,
                321,
                600,
                1217,
                32463,
                264,
                8414,
                313,
                3975,
                13,
                400,
                321,
                536,
                512,
                12238,
                39,
                51294
            ],
            "temperature": 0.0,
            "avg_logprob": -0.2529296796768904,
            "compression_ratio": 1.6349206349206349,
            "no_speech_prob": 0.042083740234375,
            "words": [
                {
                    "start": 784.1,
                    "end": 784.3,
                    "word": " see",
                    "probability": 0.81103515625
                },
                {
                    "start": 784.3,
                    "end": 784.4,
                    "word": ",",
                    "probability": 0.82373046875
                },
                {
                    "start": 784.4,
                    "end": 784.74,
                    "word": " we've",
                    "probability": 0.924560546875
                },
                {
                    "start": 784.74,
                    "end": 785.04,
                    "word": " already",
                    "probability": 0.818359375
                },
                {
                    "start": 785.04,
                    "end": 785.72,
                    "word": " compromised",
                    "probability": 0.6162109375
                },
                {
                    "start": 785.72,
                    "end": 785.98,
                    "word": " the",
                    "probability": 0.8125
                },
                {
                    "start": 785.98,
                    "end": 786.36,
                    "word": " bastion",
                    "probability": 0.948974609375
                },
                {
                    "start": 786.36,
                    "end": 786.7,
                    "word": " host",
                    "probability": 0.88037109375
                },
                {
                    "start": 786.7,
                    "end": 786.98,
                    "word": ".",
                    "probability": 0.498291015625
                },
                {
                    "start": 786.98,
                    "end": 787.5,
                    "word": " And",
                    "probability": 0.86376953125
                },
                {
                    "start": 787.5,
                    "end": 787.62,
                    "word": " we",
                    "probability": 0.90576171875
                },
                {
                    "start": 787.62,
                    "end": 787.84,
                    "word": " see",
                    "probability": 0.81591796875
                },
                {
                    "start": 787.84,
                    "end": 788.14,
                    "word": " some",
                    "probability": 0.8046875
                },
                {
                    "start": 788.14,
                    "end": 788.66,
                    "word": " SSH",
                    "probability": 0.90625
                }
            ]
        },
        {
            "id": 125,
            "seek": 75614,
            "start": 788.66,
            "end": 793.86,
            "text": " credentials that we found, and in fact, some SSH credentials for the application",
            "tokens": [
                51294,
                27404,
                300,
                321,
                1352,
                11,
                293,
                294,
                1186,
                11,
                512,
                12238,
                39,
                27404,
                337,
                264,
                3861,
                51558
            ],
            "temperature": 0.0,
            "avg_logprob": -0.2529296796768904,
            "compression_ratio": 1.6349206349206349,
            "no_speech_prob": 0.042083740234375,
            "words": [
                {
                    "start": 788.66,
                    "end": 789.22,
                    "word": " credentials",
                    "probability": 0.76708984375
                },
                {
                    "start": 789.22,
                    "end": 789.92,
                    "word": " that",
                    "probability": 0.8681640625
                },
                {
                    "start": 789.92,
                    "end": 790.04,
                    "word": " we",
                    "probability": 0.90673828125
                },
                {
                    "start": 790.04,
                    "end": 790.48,
                    "word": " found",
                    "probability": 0.478515625
                },
                {
                    "start": 790.48,
                    "end": 790.76,
                    "word": ",",
                    "probability": 0.327880859375
                },
                {
                    "start": 790.76,
                    "end": 790.86,
                    "word": " and",
                    "probability": 0.8681640625
                },
                {
                    "start": 790.86,
                    "end": 791.06,
                    "word": " in",
                    "probability": 0.8203125
                },
                {
                    "start": 791.06,
                    "end": 791.24,
                    "word": " fact",
                    "probability": 0.82177734375
                },
                {
                    "start": 791.24,
                    "end": 791.38,
                    "word": ",",
                    "probability": 0.70751953125
                },
                {
                    "start": 791.38,
                    "end": 791.52,
                    "word": " some",
                    "probability": 0.7978515625
                },
                {
                    "start": 791.52,
                    "end": 791.98,
                    "word": " SSH",
                    "probability": 0.9296875
                },
                {
                    "start": 791.98,
                    "end": 792.38,
                    "word": " credentials",
                    "probability": 0.7705078125
                },
                {
                    "start": 792.38,
                    "end": 793.22,
                    "word": " for",
                    "probability": 0.8818359375
                },
                {
                    "start": 793.22,
                    "end": 793.42,
                    "word": " the",
                    "probability": 0.81640625
                },
                {
                    "start": 793.42,
                    "end": 793.86,
                    "word": " application",
                    "probability": 0.7802734375
                }
            ]
        },
        {
            "id": 126,
            "seek": 78354,
            "start": 793.86,
            "end": 803.08,
            "text": " server that has the goodies we want to get to. So we'll run our evil script file.",
            "tokens": [
                50370,
                7154,
                300,
                575,
                264,
                44072,
                321,
                528,
                281,
                483,
                281,
                13,
                407,
                321,
                603,
                1190,
                527,
                6724,
                5755,
                3991,
                13,
                50812
            ],
            "temperature": 0.0,
            "avg_logprob": -0.2448551860160944,
            "compression_ratio": 1.5070422535211268,
            "no_speech_prob": 0.418701171875,
            "words": [
                {
                    "start": 793.86,
                    "end": 794.26,
                    "word": " server",
                    "probability": 0.8154296875
                },
                {
                    "start": 794.26,
                    "end": 794.56,
                    "word": " that",
                    "probability": 0.87353515625
                },
                {
                    "start": 794.56,
                    "end": 794.82,
                    "word": " has",
                    "probability": 0.89892578125
                },
                {
                    "start": 794.82,
                    "end": 795.0,
                    "word": " the",
                    "probability": 0.81201171875
                },
                {
                    "start": 795.0,
                    "end": 795.24,
                    "word": " goodies",
                    "probability": 0.8583984375
                },
                {
                    "start": 795.24,
                    "end": 795.4,
                    "word": " we",
                    "probability": 0.89111328125
                },
                {
                    "start": 795.4,
                    "end": 795.54,
                    "word": " want",
                    "probability": 0.798828125
                },
                {
                    "start": 795.54,
                    "end": 795.62,
                    "word": " to",
                    "probability": 0.90625
                },
                {
                    "start": 795.62,
                    "end": 795.78,
                    "word": " get",
                    "probability": 0.8896484375
                },
                {
                    "start": 795.78,
                    "end": 796.0,
                    "word": " to",
                    "probability": 0.896484375
                },
                {
                    "start": 796.0,
                    "end": 796.62,
                    "word": ".",
                    "probability": 0.921875
                },
                {
                    "start": 797.42,
                    "end": 798.04,
                    "word": " So",
                    "probability": 0.83740234375
                },
                {
                    "start": 798.04,
                    "end": 798.58,
                    "word": " we'll",
                    "probability": 0.78955078125
                },
                {
                    "start": 798.58,
                    "end": 799.04,
                    "word": " run",
                    "probability": 0.90576171875
                },
                {
                    "start": 799.04,
                    "end": 800.22,
                    "word": " our",
                    "probability": 0.8017578125
                },
                {
                    "start": 800.22,
                    "end": 801.02,
                    "word": " evil",
                    "probability": 0.59619140625
                },
                {
                    "start": 801.02,
                    "end": 802.12,
                    "word": " script",
                    "probability": 0.71875
                },
                {
                    "start": 802.12,
                    "end": 802.46,
                    "word": " file",
                    "probability": 0.79541015625
                },
                {
                    "start": 802.46,
                    "end": 803.08,
                    "word": ".",
                    "probability": 0.280517578125
                }
            ]
        },
        {
            "id": 127,
            "seek": 78354,
            "start": 803.76,
            "end": 810.16,
            "text": " And, you know, in real life, this might be installing a crypto miner or any number",
            "tokens": [
                50812,
                400,
                11,
                291,
                458,
                11,
                294,
                957,
                993,
                11,
                341,
                1062,
                312,
                20762,
                257,
                17240,
                18746,
                420,
                604,
                1230,
                51180
            ],
            "temperature": 0.0,
            "avg_logprob": -0.2448551860160944,
            "compression_ratio": 1.5070422535211268,
            "no_speech_prob": 0.418701171875,
            "words": [
                {
                    "start": 803.76,
                    "end": 804.04,
                    "word": " And",
                    "probability": 0.8046875
                },
                {
                    "start": 804.04,
                    "end": 804.18,
                    "word": ",",
                    "probability": 0.38623046875
                },
                {
                    "start": 804.18,
                    "end": 805.12,
                    "word": " you",
                    "probability": 0.84130859375
                },
                {
                    "start": 805.12,
                    "end": 805.2,
                    "word": " know",
                    "probability": 0.81689453125
                },
                {
                    "start": 805.2,
                    "end": 805.26,
                    "word": ",",
                    "probability": 0.9521484375
                },
                {
                    "start": 805.26,
                    "end": 805.38,
                    "word": " in",
                    "probability": 0.90380859375
                },
                {
                    "start": 805.38,
                    "end": 805.58,
                    "word": " real",
                    "probability": 0.88525390625
                },
                {
                    "start": 805.58,
                    "end": 805.88,
                    "word": " life",
                    "probability": 0.82421875
                },
                {
                    "start": 805.88,
                    "end": 806.02,
                    "word": ",",
                    "probability": 0.392822265625
                },
                {
                    "start": 806.02,
                    "end": 806.12,
                    "word": " this",
                    "probability": 0.8857421875
                },
                {
                    "start": 806.12,
                    "end": 806.28,
                    "word": " might",
                    "probability": 0.80810546875
                },
                {
                    "start": 806.28,
                    "end": 806.48,
                    "word": " be",
                    "probability": 0.90380859375
                },
                {
                    "start": 806.48,
                    "end": 806.88,
                    "word": " installing",
                    "probability": 0.7236328125
                },
                {
                    "start": 807.3,
                    "end": 808.14,
                    "word": " a crypto",
                    "probability": 0.54833984375
                },
                {
                    "start": 808.14,
                    "end": 808.54,
                    "word": " miner",
                    "probability": 0.658203125
                },
                {
                    "start": 808.54,
                    "end": 809.08,
                    "word": " or",
                    "probability": 0.7431640625
                },
                {
                    "start": 809.08,
                    "end": 809.9,
                    "word": " any",
                    "probability": 0.80712890625
                },
                {
                    "start": 809.9,
                    "end": 810.16,
                    "word": " number",
                    "probability": 0.88037109375
                }
            ]
        },
        {
            "id": 128,
            "seek": 78354,
            "start": 810.16,
            "end": 816.14,
            "text": " of things. In this case, just modifying the configuration files that Puppet is",
            "tokens": [
                51180,
                295,
                721,
                13,
                682,
                341,
                1389,
                11,
                445,
                42626,
                264,
                11694,
                7098,
                300,
                430,
                10504,
                302,
                307,
                51474
            ],
            "temperature": 0.0,
            "avg_logprob": -0.2448551860160944,
            "compression_ratio": 1.5070422535211268,
            "no_speech_prob": 0.418701171875,
            "words": [
                {
                    "start": 810.16,
                    "end": 810.34,
                    "word": " of",
                    "probability": 0.9140625
                },
                {
                    "start": 810.34,
                    "end": 810.66,
                    "word": " things",
                    "probability": 0.7392578125
                },
                {
                    "start": 810.66,
                    "end": 810.78,
                    "word": ".",
                    "probability": 0.5966796875
                },
                {
                    "start": 810.78,
                    "end": 810.86,
                    "word": " In",
                    "probability": 0.89404296875
                },
                {
                    "start": 810.86,
                    "end": 811.04,
                    "word": " this",
                    "probability": 0.88037109375
                },
                {
                    "start": 811.04,
                    "end": 811.4,
                    "word": " case",
                    "probability": 0.81201171875
                },
                {
                    "start": 811.4,
                    "end": 812.04,
                    "word": ",",
                    "probability": 0.8896484375
                },
                {
                    "start": 812.04,
                    "end": 812.44,
                    "word": " just",
                    "probability": 0.86962890625
                },
                {
                    "start": 812.44,
                    "end": 813.08,
                    "word": " modifying",
                    "probability": 0.7666015625
                },
                {
                    "start": 813.08,
                    "end": 813.3,
                    "word": " the",
                    "probability": 0.80517578125
                },
                {
                    "start": 813.3,
                    "end": 813.8,
                    "word": " configuration",
                    "probability": 0.861328125
                },
                {
                    "start": 813.8,
                    "end": 814.52,
                    "word": " files",
                    "probability": 0.791015625
                },
                {
                    "start": 814.52,
                    "end": 814.88,
                    "word": " that",
                    "probability": 0.8623046875
                },
                {
                    "start": 814.88,
                    "end": 815.94,
                    "word": " Puppet",
                    "probability": 0.9178059895833334
                },
                {
                    "start": 815.94,
                    "end": 816.14,
                    "word": " is",
                    "probability": 0.90576171875
                }
            ]
        },
        {
            "id": 129,
            "seek": 78354,
            "start": 816.14,
            "end": 821.26,
            "text": " managing to show that we've actually gotten in and had the ability to do evil",
            "tokens": [
                51474,
                11642,
                281,
                855,
                300,
                321,
                600,
                767,
                5768,
                294,
                293,
                632,
                264,
                3485,
                281,
                360,
                6724,
                51736
            ],
            "temperature": 0.0,
            "avg_logprob": -0.2448551860160944,
            "compression_ratio": 1.5070422535211268,
            "no_speech_prob": 0.418701171875,
            "words": [
                {
                    "start": 816.14,
                    "end": 816.64,
                    "word": " managing",
                    "probability": 0.85595703125
                },
                {
                    "start": 816.64,
                    "end": 817.62,
                    "word": " to",
                    "probability": 0.7734375
                },
                {
                    "start": 817.62,
                    "end": 817.9,
                    "word": " show",
                    "probability": 0.87109375
                },
                {
                    "start": 817.9,
                    "end": 818.06,
                    "word": " that",
                    "probability": 0.85595703125
                },
                {
                    "start": 818.06,
                    "end": 818.26,
                    "word": " we've",
                    "probability": 0.920654296875
                },
                {
                    "start": 818.26,
                    "end": 818.58,
                    "word": " actually",
                    "probability": 0.7802734375
                },
                {
                    "start": 818.58,
                    "end": 818.9,
                    "word": " gotten",
                    "probability": 0.876953125
                },
                {
                    "start": 818.9,
                    "end": 819.28,
                    "word": " in",
                    "probability": 0.90478515625
                },
                {
                    "start": 819.28,
                    "end": 819.58,
                    "word": " and",
                    "probability": 0.884765625
                },
                {
                    "start": 819.58,
                    "end": 820.02,
                    "word": " had",
                    "probability": 0.8115234375
                },
                {
                    "start": 820.02,
                    "end": 820.2,
                    "word": " the",
                    "probability": 0.81396484375
                },
                {
                    "start": 820.2,
                    "end": 820.56,
                    "word": " ability",
                    "probability": 0.87060546875
                },
                {
                    "start": 820.56,
                    "end": 820.8,
                    "word": " to",
                    "probability": 0.90673828125
                },
                {
                    "start": 820.8,
                    "end": 820.94,
                    "word": " do",
                    "probability": 0.90576171875
                },
                {
                    "start": 820.94,
                    "end": 821.26,
                    "word": " evil",
                    "probability": 0.87158203125
                }
            ]
        },
        {
            "id": 130,
            "seek": 81048,
            "start": 821.26,
            "end": 830.32,
            "text": " if we wanted to. So now we're going to jump over to the network monitor. This is",
            "tokens": [
                50364,
                498,
                321,
                1415,
                281,
                13,
                407,
                586,
                321,
                434,
                516,
                281,
                3012,
                670,
                281,
                264,
                3209,
                6002,
                13,
                639,
                307,
                50812
            ],
            "temperature": 0.0,
            "avg_logprob": -0.262348803781694,
            "compression_ratio": 1.427710843373494,
            "no_speech_prob": 0.1441650390625,
            "words": [
                {
                    "start": 821.26,
                    "end": 821.46,
                    "word": " if",
                    "probability": 0.79736328125
                },
                {
                    "start": 821.46,
                    "end": 821.56,
                    "word": " we",
                    "probability": 0.90087890625
                },
                {
                    "start": 821.56,
                    "end": 821.8,
                    "word": " wanted",
                    "probability": 0.5908203125
                },
                {
                    "start": 821.8,
                    "end": 822.08,
                    "word": " to",
                    "probability": 0.89501953125
                },
                {
                    "start": 822.08,
                    "end": 822.88,
                    "word": ".",
                    "probability": 0.9658203125
                },
                {
                    "start": 823.6,
                    "end": 824.26,
                    "word": " So",
                    "probability": 0.81494140625
                },
                {
                    "start": 824.26,
                    "end": 824.4,
                    "word": " now",
                    "probability": 0.78369140625
                },
                {
                    "start": 824.4,
                    "end": 824.54,
                    "word": " we're",
                    "probability": 0.901123046875
                },
                {
                    "start": 824.54,
                    "end": 824.62,
                    "word": " going",
                    "probability": 0.7265625
                },
                {
                    "start": 824.62,
                    "end": 824.72,
                    "word": " to",
                    "probability": 0.90576171875
                },
                {
                    "start": 824.72,
                    "end": 824.9,
                    "word": " jump",
                    "probability": 0.80810546875
                },
                {
                    "start": 824.9,
                    "end": 825.28,
                    "word": " over",
                    "probability": 0.88037109375
                },
                {
                    "start": 825.28,
                    "end": 826.18,
                    "word": " to",
                    "probability": 0.900390625
                },
                {
                    "start": 826.18,
                    "end": 828.22,
                    "word": " the",
                    "probability": 0.79736328125
                },
                {
                    "start": 828.22,
                    "end": 828.64,
                    "word": " network",
                    "probability": 0.55810546875
                },
                {
                    "start": 828.64,
                    "end": 829.14,
                    "word": " monitor",
                    "probability": 0.90625
                },
                {
                    "start": 829.14,
                    "end": 829.76,
                    "word": ".",
                    "probability": 0.92919921875
                },
                {
                    "start": 829.76,
                    "end": 830.06,
                    "word": " This",
                    "probability": 0.79248046875
                },
                {
                    "start": 830.06,
                    "end": 830.32,
                    "word": " is",
                    "probability": 0.90625
                }
            ]
        },
        {
            "id": 131,
            "seek": 81048,
            "start": 831.68,
            "end": 840.2,
            "text": " a plain instance of Security Onion with all of the usual defaults and alerts",
            "tokens": [
                50812,
                257,
                11121,
                5197,
                295,
                11164,
                46295,
                365,
                439,
                295,
                264,
                7713,
                7576,
                82,
                293,
                28061,
                51304
            ],
            "temperature": 0.0,
            "avg_logprob": -0.262348803781694,
            "compression_ratio": 1.427710843373494,
            "no_speech_prob": 0.1441650390625,
            "words": [
                {
                    "start": 831.68,
                    "end": 832.48,
                    "word": " a plain",
                    "probability": 0.84765625
                },
                {
                    "start": 832.48,
                    "end": 833.16,
                    "word": " instance",
                    "probability": 0.90478515625
                },
                {
                    "start": 833.16,
                    "end": 833.56,
                    "word": " of",
                    "probability": 0.9091796875
                },
                {
                    "start": 833.56,
                    "end": 834.06,
                    "word": " Security",
                    "probability": 0.67138671875
                },
                {
                    "start": 834.06,
                    "end": 834.32,
                    "word": " Onion",
                    "probability": 0.70703125
                },
                {
                    "start": 834.32,
                    "end": 834.74,
                    "word": " with",
                    "probability": 0.7451171875
                },
                {
                    "start": 834.74,
                    "end": 835.1,
                    "word": " all",
                    "probability": 0.89892578125
                },
                {
                    "start": 835.1,
                    "end": 835.26,
                    "word": " of",
                    "probability": 0.900390625
                },
                {
                    "start": 835.26,
                    "end": 836.04,
                    "word": " the",
                    "probability": 0.80908203125
                },
                {
                    "start": 836.04,
                    "end": 837.58,
                    "word": " usual",
                    "probability": 0.87548828125
                },
                {
                    "start": 837.58,
                    "end": 838.44,
                    "word": " defaults",
                    "probability": 0.89501953125
                },
                {
                    "start": 838.44,
                    "end": 838.76,
                    "word": " and",
                    "probability": 0.89208984375
                },
                {
                    "start": 838.76,
                    "end": 840.2,
                    "word": " alerts",
                    "probability": 0.763671875
                }
            ]
        },
        {
            "id": 132,
            "seek": 81048,
            "start": 840.2,
            "end": 848.2,
            "text": " installed. And what we're looking at right now are the Zeek notices. And let me",
            "tokens": [
                51304,
                8899,
                13,
                400,
                437,
                321,
                434,
                1237,
                412,
                558,
                586,
                366,
                264,
                4853,
                916,
                32978,
                13,
                400,
                718,
                385,
                51702
            ],
            "temperature": 0.0,
            "avg_logprob": -0.262348803781694,
            "compression_ratio": 1.427710843373494,
            "no_speech_prob": 0.1441650390625,
            "words": [
                {
                    "start": 840.2,
                    "end": 840.94,
                    "word": " installed",
                    "probability": 0.7158203125
                },
                {
                    "start": 840.94,
                    "end": 841.74,
                    "word": ".",
                    "probability": 0.775390625
                },
                {
                    "start": 841.8,
                    "end": 842.22,
                    "word": " And",
                    "probability": 0.80615234375
                },
                {
                    "start": 842.22,
                    "end": 842.34,
                    "word": " what",
                    "probability": 0.87939453125
                },
                {
                    "start": 842.34,
                    "end": 842.5,
                    "word": " we're",
                    "probability": 0.921142578125
                },
                {
                    "start": 842.5,
                    "end": 842.8,
                    "word": " looking",
                    "probability": 0.7978515625
                },
                {
                    "start": 842.8,
                    "end": 843.02,
                    "word": " at",
                    "probability": 0.90380859375
                },
                {
                    "start": 843.02,
                    "end": 843.24,
                    "word": " right",
                    "probability": 0.88623046875
                },
                {
                    "start": 843.24,
                    "end": 843.68,
                    "word": " now",
                    "probability": 0.89453125
                },
                {
                    "start": 843.68,
                    "end": 844.32,
                    "word": " are",
                    "probability": 0.88037109375
                },
                {
                    "start": 844.32,
                    "end": 844.62,
                    "word": " the",
                    "probability": 0.72021484375
                },
                {
                    "start": 844.62,
                    "end": 844.88,
                    "word": " Zeek",
                    "probability": 0.703857421875
                },
                {
                    "start": 844.88,
                    "end": 845.28,
                    "word": " notices",
                    "probability": 0.74462890625
                },
                {
                    "start": 845.28,
                    "end": 846.08,
                    "word": ".",
                    "probability": 0.841796875
                },
                {
                    "start": 846.52,
                    "end": 846.98,
                    "word": " And",
                    "probability": 0.78564453125
                },
                {
                    "start": 846.98,
                    "end": 848.02,
                    "word": " let",
                    "probability": 0.6630859375
                },
                {
                    "start": 848.02,
                    "end": 848.2,
                    "word": " me",
                    "probability": 0.8935546875
                }
            ]
        },
        {
            "id": 133,
            "seek": 83868,
            "start": 848.2,
            "end": 855.74,
            "text": " turn on the refresh. But you'll see a whole lot of nothing. Zero. No results",
            "tokens": [
                50364,
                1261,
                322,
                264,
                15134,
                13,
                583,
                291,
                603,
                536,
                257,
                1379,
                688,
                295,
                1825,
                13,
                17182,
                13,
                883,
                3542,
                50744
            ],
            "temperature": 0.0,
            "avg_logprob": -0.2585449330508709,
            "compression_ratio": 1.5256410256410255,
            "no_speech_prob": 0.2421875,
            "words": [
                {
                    "start": 848.2,
                    "end": 848.66,
                    "word": " turn",
                    "probability": 0.05322265625
                },
                {
                    "start": 848.66,
                    "end": 848.94,
                    "word": " on",
                    "probability": 0.900390625
                },
                {
                    "start": 848.94,
                    "end": 849.1,
                    "word": " the",
                    "probability": 0.810546875
                },
                {
                    "start": 849.1,
                    "end": 849.6,
                    "word": " refresh",
                    "probability": 0.84375
                },
                {
                    "start": 849.6,
                    "end": 850.16,
                    "word": ".",
                    "probability": 0.06036376953125
                },
                {
                    "start": 850.16,
                    "end": 850.34,
                    "word": " But",
                    "probability": 0.84521484375
                },
                {
                    "start": 850.34,
                    "end": 851.02,
                    "word": " you'll",
                    "probability": 0.82470703125
                },
                {
                    "start": 851.02,
                    "end": 851.42,
                    "word": " see",
                    "probability": 0.80859375
                },
                {
                    "start": 852.82,
                    "end": 852.98,
                    "word": " a whole",
                    "probability": 0.77392578125
                },
                {
                    "start": 852.98,
                    "end": 853.18,
                    "word": " lot",
                    "probability": 0.85107421875
                },
                {
                    "start": 853.18,
                    "end": 853.28,
                    "word": " of",
                    "probability": 0.912109375
                },
                {
                    "start": 853.28,
                    "end": 853.52,
                    "word": " nothing",
                    "probability": 0.75146484375
                },
                {
                    "start": 853.52,
                    "end": 854.24,
                    "word": ".",
                    "probability": 0.85595703125
                },
                {
                    "start": 854.24,
                    "end": 854.84,
                    "word": " Zero",
                    "probability": 0.79052734375
                },
                {
                    "start": 854.84,
                    "end": 855.14,
                    "word": ".",
                    "probability": 0.7060546875
                },
                {
                    "start": 855.14,
                    "end": 855.38,
                    "word": " No",
                    "probability": 0.9111328125
                },
                {
                    "start": 855.38,
                    "end": 855.74,
                    "word": " results",
                    "probability": 0.6875
                }
            ]
        },
        {
            "id": 134,
            "seek": 83868,
            "start": 855.74,
            "end": 869.24,
            "text": " found. No results found. If we switch over to squirt and refresh it, same thing. No",
            "tokens": [
                50744,
                1352,
                13,
                883,
                3542,
                1352,
                13,
                759,
                321,
                3679,
                670,
                281,
                2339,
                2498,
                293,
                15134,
                309,
                11,
                912,
                551,
                13,
                883,
                51414
            ],
            "temperature": 0.0,
            "avg_logprob": -0.2585449330508709,
            "compression_ratio": 1.5256410256410255,
            "no_speech_prob": 0.2421875,
            "words": [
                {
                    "start": 855.74,
                    "end": 856.32,
                    "word": " found",
                    "probability": 0.8486328125
                },
                {
                    "start": 856.32,
                    "end": 856.5,
                    "word": ".",
                    "probability": 0.85400390625
                },
                {
                    "start": 856.5,
                    "end": 856.66,
                    "word": " No",
                    "probability": 0.84619140625
                },
                {
                    "start": 856.66,
                    "end": 857.02,
                    "word": " results",
                    "probability": 0.6943359375
                },
                {
                    "start": 857.02,
                    "end": 857.42,
                    "word": " found",
                    "probability": 0.89501953125
                },
                {
                    "start": 857.42,
                    "end": 857.9,
                    "word": ".",
                    "probability": 0.97607421875
                },
                {
                    "start": 858.82,
                    "end": 859.58,
                    "word": " If",
                    "probability": 0.90185546875
                },
                {
                    "start": 859.58,
                    "end": 859.88,
                    "word": " we",
                    "probability": 0.91162109375
                },
                {
                    "start": 859.88,
                    "end": 860.54,
                    "word": " switch",
                    "probability": 0.93115234375
                },
                {
                    "start": 860.54,
                    "end": 861.02,
                    "word": " over",
                    "probability": 0.8876953125
                },
                {
                    "start": 861.02,
                    "end": 862.0,
                    "word": " to",
                    "probability": 0.90673828125
                },
                {
                    "start": 862.0,
                    "end": 863.46,
                    "word": " squirt",
                    "probability": 0.6778564453125
                },
                {
                    "start": 863.46,
                    "end": 864.7,
                    "word": " and",
                    "probability": 0.705078125
                },
                {
                    "start": 864.7,
                    "end": 865.16,
                    "word": " refresh",
                    "probability": 0.8505859375
                },
                {
                    "start": 865.16,
                    "end": 865.46,
                    "word": " it",
                    "probability": 0.89599609375
                },
                {
                    "start": 865.46,
                    "end": 866.56,
                    "word": ",",
                    "probability": 0.5146484375
                },
                {
                    "start": 866.56,
                    "end": 867.74,
                    "word": " same",
                    "probability": 0.78173828125
                },
                {
                    "start": 867.74,
                    "end": 868.08,
                    "word": " thing",
                    "probability": 0.8125
                },
                {
                    "start": 868.08,
                    "end": 868.64,
                    "word": ".",
                    "probability": 0.91943359375
                },
                {
                    "start": 868.64,
                    "end": 869.24,
                    "word": " No",
                    "probability": 0.91015625
                }
            ]
        },
        {
            "id": 135,
            "seek": 83868,
            "start": 869.24,
            "end": 876.4,
            "text": " result. No result. And this is exactly what we expect from a default instance",
            "tokens": [
                51414,
                1874,
                13,
                883,
                1874,
                13,
                400,
                341,
                307,
                2293,
                437,
                321,
                2066,
                490,
                257,
                7576,
                5197,
                51772
            ],
            "temperature": 0.0,
            "avg_logprob": -0.2585449330508709,
            "compression_ratio": 1.5256410256410255,
            "no_speech_prob": 0.2421875,
            "words": [
                {
                    "start": 869.24,
                    "end": 869.58,
                    "word": " result",
                    "probability": 0.80615234375
                },
                {
                    "start": 869.58,
                    "end": 870.08,
                    "word": ".",
                    "probability": 0.90771484375
                },
                {
                    "start": 870.08,
                    "end": 870.3,
                    "word": " No",
                    "probability": 0.90087890625
                },
                {
                    "start": 870.3,
                    "end": 870.64,
                    "word": " result",
                    "probability": 0.796875
                },
                {
                    "start": 870.64,
                    "end": 871.4,
                    "word": ".",
                    "probability": 0.9814453125
                },
                {
                    "start": 871.92,
                    "end": 872.68,
                    "word": " And",
                    "probability": 0.84912109375
                },
                {
                    "start": 872.68,
                    "end": 873.62,
                    "word": " this",
                    "probability": 0.833984375
                },
                {
                    "start": 873.62,
                    "end": 873.76,
                    "word": " is",
                    "probability": 0.90478515625
                },
                {
                    "start": 873.76,
                    "end": 874.06,
                    "word": " exactly",
                    "probability": 0.76416015625
                },
                {
                    "start": 874.06,
                    "end": 874.24,
                    "word": " what",
                    "probability": 0.8896484375
                },
                {
                    "start": 874.24,
                    "end": 874.36,
                    "word": " we",
                    "probability": 0.90869140625
                },
                {
                    "start": 874.36,
                    "end": 874.68,
                    "word": " expect",
                    "probability": 0.8447265625
                },
                {
                    "start": 874.68,
                    "end": 874.92,
                    "word": " from",
                    "probability": 0.8154296875
                },
                {
                    "start": 875.54,
                    "end": 876.4,
                    "word": " a default instance",
                    "probability": 0.9150390625
                }
            ]
        },
        {
            "id": 136,
            "seek": 86626,
            "start": 876.4,
            "end": 885.03,
            "text": " of a network monitor. It's not going to alert on connections like this. Let me",
            "tokens": [
                50364,
                295,
                257,
                3209,
                6002,
                13,
                467,
                311,
                406,
                516,
                281,
                9615,
                322,
                9271,
                411,
                341,
                13,
                961,
                385,
                50678
            ],
            "temperature": 0.0,
            "avg_logprob": -0.21890318466752184,
            "compression_ratio": 1.6337448559670782,
            "no_speech_prob": 0.1561279296875,
            "words": [
                {
                    "start": 876.4,
                    "end": 876.76,
                    "word": " of",
                    "probability": 0.5107421875
                },
                {
                    "start": 876.9,
                    "end": 877.1,
                    "word": " a network",
                    "probability": 0.8427734375
                },
                {
                    "start": 877.1,
                    "end": 877.5,
                    "word": " monitor",
                    "probability": 0.904296875
                },
                {
                    "start": 877.5,
                    "end": 877.98,
                    "word": ".",
                    "probability": 0.72607421875
                },
                {
                    "start": 877.98,
                    "end": 878.3,
                    "word": " It's",
                    "probability": 0.912109375
                },
                {
                    "start": 878.3,
                    "end": 878.5,
                    "word": " not",
                    "probability": 0.8984375
                },
                {
                    "start": 878.5,
                    "end": 878.68,
                    "word": " going",
                    "probability": 0.86083984375
                },
                {
                    "start": 878.68,
                    "end": 878.88,
                    "word": " to",
                    "probability": 0.8974609375
                },
                {
                    "start": 878.88,
                    "end": 879.18,
                    "word": " alert",
                    "probability": 0.818359375
                },
                {
                    "start": 879.18,
                    "end": 879.52,
                    "word": " on",
                    "probability": 0.88671875
                },
                {
                    "start": 879.52,
                    "end": 879.9,
                    "word": " connections",
                    "probability": 0.8486328125
                },
                {
                    "start": 879.9,
                    "end": 880.16,
                    "word": " like",
                    "probability": 0.87646484375
                },
                {
                    "start": 880.16,
                    "end": 880.5,
                    "word": " this",
                    "probability": 0.87939453125
                },
                {
                    "start": 880.5,
                    "end": 881.1,
                    "word": ".",
                    "probability": 0.9775390625
                },
                {
                    "start": 884.17,
                    "end": 884.77,
                    "word": " Let",
                    "probability": 0.8583984375
                },
                {
                    "start": 884.77,
                    "end": 885.03,
                    "word": " me",
                    "probability": 0.89697265625
                }
            ]
        },
        {
            "id": 137,
            "seek": 86626,
            "start": 885.03,
            "end": 890.37,
            "text": " enable the rules we've been talking about, and then we'll come back and we'll",
            "tokens": [
                50678,
                9528,
                264,
                4474,
                321,
                600,
                668,
                1417,
                466,
                11,
                293,
                550,
                321,
                603,
                808,
                646,
                293,
                321,
                603,
                50952
            ],
            "temperature": 0.0,
            "avg_logprob": -0.21890318466752184,
            "compression_ratio": 1.6337448559670782,
            "no_speech_prob": 0.1561279296875,
            "words": [
                {
                    "start": 885.03,
                    "end": 886.01,
                    "word": " enable",
                    "probability": 0.8857421875
                },
                {
                    "start": 886.01,
                    "end": 886.77,
                    "word": " the",
                    "probability": 0.81201171875
                },
                {
                    "start": 886.77,
                    "end": 887.17,
                    "word": " rules",
                    "probability": 0.71484375
                },
                {
                    "start": 887.17,
                    "end": 887.43,
                    "word": " we've",
                    "probability": 0.919921875
                },
                {
                    "start": 887.43,
                    "end": 887.53,
                    "word": " been",
                    "probability": 0.810546875
                },
                {
                    "start": 887.53,
                    "end": 887.83,
                    "word": " talking",
                    "probability": 0.75244140625
                },
                {
                    "start": 887.83,
                    "end": 888.17,
                    "word": " about",
                    "probability": 0.82470703125
                },
                {
                    "start": 888.17,
                    "end": 888.51,
                    "word": ",",
                    "probability": 0.462646484375
                },
                {
                    "start": 888.51,
                    "end": 888.85,
                    "word": " and",
                    "probability": 0.876953125
                },
                {
                    "start": 888.85,
                    "end": 888.97,
                    "word": " then",
                    "probability": 0.7158203125
                },
                {
                    "start": 888.97,
                    "end": 889.13,
                    "word": " we'll",
                    "probability": 0.92724609375
                },
                {
                    "start": 889.13,
                    "end": 889.33,
                    "word": " come",
                    "probability": 0.80615234375
                },
                {
                    "start": 889.33,
                    "end": 889.65,
                    "word": " back",
                    "probability": 0.82421875
                },
                {
                    "start": 889.65,
                    "end": 890.19,
                    "word": " and",
                    "probability": 0.78662109375
                },
                {
                    "start": 890.19,
                    "end": 890.37,
                    "word": " we'll",
                    "probability": 0.896484375
                }
            ]
        },
        {
            "id": 138,
            "seek": 86626,
            "start": 890.37,
            "end": 902.56,
            "text": " try this again. And now that I've enabled the zero touch rules, let's try it again",
            "tokens": [
                50952,
                853,
                341,
                797,
                13,
                400,
                586,
                300,
                286,
                600,
                15172,
                264,
                4018,
                2557,
                4474,
                11,
                718,
                311,
                853,
                309,
                797,
                51250
            ],
            "temperature": 0.0,
            "avg_logprob": -0.21890318466752184,
            "compression_ratio": 1.6337448559670782,
            "no_speech_prob": 0.1561279296875,
            "words": [
                {
                    "start": 890.37,
                    "end": 890.67,
                    "word": " try",
                    "probability": 0.8291015625
                },
                {
                    "start": 890.67,
                    "end": 891.01,
                    "word": " this",
                    "probability": 0.87841796875
                },
                {
                    "start": 891.01,
                    "end": 891.55,
                    "word": " again",
                    "probability": 0.9169921875
                },
                {
                    "start": 891.55,
                    "end": 892.15,
                    "word": ".",
                    "probability": 0.96875
                },
                {
                    "start": 899.02,
                    "end": 899.62,
                    "word": " And",
                    "probability": 0.7783203125
                },
                {
                    "start": 899.62,
                    "end": 899.74,
                    "word": " now",
                    "probability": 0.8837890625
                },
                {
                    "start": 899.74,
                    "end": 899.86,
                    "word": " that",
                    "probability": 0.87841796875
                },
                {
                    "start": 899.86,
                    "end": 900.0,
                    "word": " I've",
                    "probability": 0.968994140625
                },
                {
                    "start": 900.0,
                    "end": 900.34,
                    "word": " enabled",
                    "probability": 0.76025390625
                },
                {
                    "start": 900.34,
                    "end": 900.54,
                    "word": " the",
                    "probability": 0.81201171875
                },
                {
                    "start": 900.54,
                    "end": 900.74,
                    "word": " zero",
                    "probability": 0.469970703125
                },
                {
                    "start": 900.74,
                    "end": 900.98,
                    "word": " touch",
                    "probability": 0.400634765625
                },
                {
                    "start": 900.98,
                    "end": 901.34,
                    "word": " rules",
                    "probability": 0.7119140625
                },
                {
                    "start": 901.34,
                    "end": 901.66,
                    "word": ",",
                    "probability": 0.884765625
                },
                {
                    "start": 901.66,
                    "end": 901.98,
                    "word": " let's",
                    "probability": 0.944580078125
                },
                {
                    "start": 901.98,
                    "end": 902.16,
                    "word": " try",
                    "probability": 0.81591796875
                },
                {
                    "start": 902.16,
                    "end": 902.28,
                    "word": " it",
                    "probability": 0.90234375
                },
                {
                    "start": 902.28,
                    "end": 902.56,
                    "word": " again",
                    "probability": 0.919921875
                }
            ]
        },
        {
            "id": 139,
            "seek": 86626,
            "start": 902.56,
            "end": 908.06,
            "text": " and see what's changed. As you can see, the lab server is still emulating real",
            "tokens": [
                51250,
                293,
                536,
                437,
                311,
                3105,
                13,
                1018,
                291,
                393,
                536,
                11,
                264,
                2715,
                7154,
                307,
                920,
                846,
                12162,
                957,
                51526
            ],
            "temperature": 0.0,
            "avg_logprob": -0.21890318466752184,
            "compression_ratio": 1.6337448559670782,
            "no_speech_prob": 0.1561279296875,
            "words": [
                {
                    "start": 902.56,
                    "end": 902.84,
                    "word": " and",
                    "probability": 0.85595703125
                },
                {
                    "start": 902.84,
                    "end": 903.0,
                    "word": " see",
                    "probability": 0.8115234375
                },
                {
                    "start": 903.0,
                    "end": 903.24,
                    "word": " what's",
                    "probability": 0.942138671875
                },
                {
                    "start": 903.24,
                    "end": 903.62,
                    "word": " changed",
                    "probability": 0.7802734375
                },
                {
                    "start": 903.62,
                    "end": 903.88,
                    "word": ".",
                    "probability": 0.984375
                },
                {
                    "start": 903.88,
                    "end": 904.44,
                    "word": " As",
                    "probability": 0.904296875
                },
                {
                    "start": 904.44,
                    "end": 904.54,
                    "word": " you",
                    "probability": 0.89404296875
                },
                {
                    "start": 904.54,
                    "end": 904.68,
                    "word": " can",
                    "probability": 0.8984375
                },
                {
                    "start": 904.68,
                    "end": 904.98,
                    "word": " see",
                    "probability": 0.81103515625
                },
                {
                    "start": 904.98,
                    "end": 905.78,
                    "word": ",",
                    "probability": 0.86328125
                },
                {
                    "start": 905.78,
                    "end": 906.02,
                    "word": " the",
                    "probability": 0.8154296875
                },
                {
                    "start": 906.02,
                    "end": 906.34,
                    "word": " lab",
                    "probability": 0.736328125
                },
                {
                    "start": 906.34,
                    "end": 906.6,
                    "word": " server",
                    "probability": 0.85888671875
                },
                {
                    "start": 906.6,
                    "end": 906.86,
                    "word": " is",
                    "probability": 0.90576171875
                },
                {
                    "start": 906.86,
                    "end": 907.16,
                    "word": " still",
                    "probability": 0.91650390625
                },
                {
                    "start": 907.16,
                    "end": 907.74,
                    "word": " emulating",
                    "probability": 0.93505859375
                },
                {
                    "start": 907.74,
                    "end": 908.06,
                    "word": " real",
                    "probability": 0.908203125
                }
            ]
        },
        {
            "id": 140,
            "seek": 86626,
            "start": 908.06,
            "end": 912.38,
            "text": " traffic by reaching out to the Puppet configuration server and to the external",
            "tokens": [
                51526,
                6419,
                538,
                9906,
                484,
                281,
                264,
                430,
                10504,
                302,
                11694,
                7154,
                293,
                281,
                264,
                8320,
                51748
            ],
            "temperature": 0.0,
            "avg_logprob": -0.21890318466752184,
            "compression_ratio": 1.6337448559670782,
            "no_speech_prob": 0.1561279296875,
            "words": [
                {
                    "start": 908.06,
                    "end": 908.52,
                    "word": " traffic",
                    "probability": 0.8173828125
                },
                {
                    "start": 908.52,
                    "end": 908.84,
                    "word": " by",
                    "probability": 0.9033203125
                },
                {
                    "start": 908.84,
                    "end": 909.12,
                    "word": " reaching",
                    "probability": 0.80029296875
                },
                {
                    "start": 909.12,
                    "end": 909.34,
                    "word": " out",
                    "probability": 0.82666015625
                },
                {
                    "start": 909.34,
                    "end": 909.46,
                    "word": " to",
                    "probability": 0.888671875
                },
                {
                    "start": 909.46,
                    "end": 909.58,
                    "word": " the",
                    "probability": 0.81396484375
                },
                {
                    "start": 909.58,
                    "end": 909.82,
                    "word": " Puppet",
                    "probability": 0.7530924479166666
                },
                {
                    "start": 909.82,
                    "end": 910.4,
                    "word": " configuration",
                    "probability": 0.43310546875
                },
                {
                    "start": 910.4,
                    "end": 910.92,
                    "word": " server",
                    "probability": 0.81494140625
                },
                {
                    "start": 910.92,
                    "end": 911.74,
                    "word": " and",
                    "probability": 0.78857421875
                },
                {
                    "start": 911.74,
                    "end": 911.9,
                    "word": " to",
                    "probability": 0.8994140625
                },
                {
                    "start": 911.9,
                    "end": 912.04,
                    "word": " the",
                    "probability": 0.81396484375
                },
                {
                    "start": 912.04,
                    "end": 912.38,
                    "word": " external",
                    "probability": 0.78173828125
                }
            ]
        },
        {
            "id": 141,
            "seek": 89376,
            "start": 912.38,
            "end": 919.48,
            "text": " internet. Let's go over to the Bastion and run our evil script again. Same thing,",
            "tokens": [
                50368,
                4705,
                13,
                961,
                311,
                352,
                670,
                281,
                264,
                31915,
                313,
                293,
                1190,
                527,
                6724,
                5755,
                797,
                13,
                10635,
                551,
                11,
                50708
            ],
            "temperature": 0.0,
            "avg_logprob": -0.23867187183350325,
            "compression_ratio": 1.4976303317535544,
            "no_speech_prob": 0.02886962890625,
            "words": [
                {
                    "start": 912.38,
                    "end": 912.7,
                    "word": " internet",
                    "probability": 0.33203125
                },
                {
                    "start": 912.7,
                    "end": 913.38,
                    "word": ".",
                    "probability": 0.93505859375
                },
                {
                    "start": 913.6,
                    "end": 914.28,
                    "word": " Let's",
                    "probability": 0.931640625
                },
                {
                    "start": 914.28,
                    "end": 914.4,
                    "word": " go",
                    "probability": 0.90869140625
                },
                {
                    "start": 914.4,
                    "end": 914.56,
                    "word": " over",
                    "probability": 0.88232421875
                },
                {
                    "start": 914.56,
                    "end": 914.66,
                    "word": " to",
                    "probability": 0.908203125
                },
                {
                    "start": 914.66,
                    "end": 914.8,
                    "word": " the",
                    "probability": 0.79248046875
                },
                {
                    "start": 914.8,
                    "end": 915.24,
                    "word": " Bastion",
                    "probability": 0.65966796875
                },
                {
                    "start": 915.24,
                    "end": 916.18,
                    "word": " and",
                    "probability": 0.84033203125
                },
                {
                    "start": 916.18,
                    "end": 916.38,
                    "word": " run",
                    "probability": 0.89453125
                },
                {
                    "start": 916.38,
                    "end": 916.52,
                    "word": " our",
                    "probability": 0.8232421875
                },
                {
                    "start": 916.52,
                    "end": 916.76,
                    "word": " evil",
                    "probability": 0.72021484375
                },
                {
                    "start": 916.76,
                    "end": 917.1,
                    "word": " script",
                    "probability": 0.77587890625
                },
                {
                    "start": 917.1,
                    "end": 917.4,
                    "word": " again",
                    "probability": 0.9052734375
                },
                {
                    "start": 917.4,
                    "end": 918.08,
                    "word": ".",
                    "probability": 0.837890625
                },
                {
                    "start": 918.38,
                    "end": 919.02,
                    "word": " Same",
                    "probability": 0.74169921875
                },
                {
                    "start": 919.02,
                    "end": 919.38,
                    "word": " thing",
                    "probability": 0.8115234375
                },
                {
                    "start": 919.38,
                    "end": 919.48,
                    "word": ",",
                    "probability": 0.509765625
                }
            ]
        },
        {
            "id": 142,
            "seek": 89376,
            "start": 919.48,
            "end": 924.3,
            "text": " utilizing those compromised SSH credentials to reach in and modify the",
            "tokens": [
                50708,
                26775,
                729,
                32463,
                12238,
                39,
                27404,
                281,
                2524,
                294,
                293,
                16927,
                264,
                50958
            ],
            "temperature": 0.0,
            "avg_logprob": -0.23867187183350325,
            "compression_ratio": 1.4976303317535544,
            "no_speech_prob": 0.02886962890625,
            "words": [
                {
                    "start": 919.48,
                    "end": 919.94,
                    "word": " utilizing",
                    "probability": 0.72412109375
                },
                {
                    "start": 919.94,
                    "end": 920.22,
                    "word": " those",
                    "probability": 0.830078125
                },
                {
                    "start": 920.22,
                    "end": 920.68,
                    "word": " compromised",
                    "probability": 0.67138671875
                },
                {
                    "start": 920.68,
                    "end": 921.28,
                    "word": " SSH",
                    "probability": 0.8994140625
                },
                {
                    "start": 921.28,
                    "end": 921.76,
                    "word": " credentials",
                    "probability": 0.75830078125
                },
                {
                    "start": 921.76,
                    "end": 922.26,
                    "word": " to",
                    "probability": 0.8896484375
                },
                {
                    "start": 922.26,
                    "end": 922.66,
                    "word": " reach",
                    "probability": 0.8564453125
                },
                {
                    "start": 922.66,
                    "end": 922.98,
                    "word": " in",
                    "probability": 0.90576171875
                },
                {
                    "start": 922.98,
                    "end": 923.4,
                    "word": " and",
                    "probability": 0.88818359375
                },
                {
                    "start": 923.4,
                    "end": 923.96,
                    "word": " modify",
                    "probability": 0.890625
                },
                {
                    "start": 923.96,
                    "end": 924.3,
                    "word": " the",
                    "probability": 0.82275390625
                }
            ]
        },
        {
            "id": 143,
            "seek": 89376,
            "start": 924.3,
            "end": 932.94,
            "text": " app server. Now we'll jump over to the network monitor, and as you can see, we're",
            "tokens": [
                50958,
                724,
                7154,
                13,
                823,
                321,
                603,
                3012,
                670,
                281,
                264,
                3209,
                6002,
                11,
                293,
                382,
                291,
                393,
                536,
                11,
                321,
                434,
                51390
            ],
            "temperature": 0.0,
            "avg_logprob": -0.23867187183350325,
            "compression_ratio": 1.4976303317535544,
            "no_speech_prob": 0.02886962890625,
            "words": [
                {
                    "start": 924.3,
                    "end": 924.52,
                    "word": " app",
                    "probability": 0.67822265625
                },
                {
                    "start": 924.52,
                    "end": 924.8,
                    "word": " server",
                    "probability": 0.81884765625
                },
                {
                    "start": 924.8,
                    "end": 925.48,
                    "word": ".",
                    "probability": 0.98779296875
                },
                {
                    "start": 926.38,
                    "end": 927.06,
                    "word": " Now",
                    "probability": 0.89501953125
                },
                {
                    "start": 927.06,
                    "end": 927.54,
                    "word": " we'll",
                    "probability": 0.808837890625
                },
                {
                    "start": 927.54,
                    "end": 927.76,
                    "word": " jump",
                    "probability": 0.8046875
                },
                {
                    "start": 927.76,
                    "end": 928.18,
                    "word": " over",
                    "probability": 0.8828125
                },
                {
                    "start": 928.18,
                    "end": 929.08,
                    "word": " to",
                    "probability": 0.90625
                },
                {
                    "start": 929.08,
                    "end": 929.94,
                    "word": " the",
                    "probability": 0.81494140625
                },
                {
                    "start": 929.94,
                    "end": 930.16,
                    "word": " network",
                    "probability": 0.70361328125
                },
                {
                    "start": 930.16,
                    "end": 930.56,
                    "word": " monitor",
                    "probability": 0.90771484375
                },
                {
                    "start": 930.56,
                    "end": 930.82,
                    "word": ",",
                    "probability": 0.33203125
                },
                {
                    "start": 930.82,
                    "end": 931.32,
                    "word": " and",
                    "probability": 0.892578125
                },
                {
                    "start": 931.32,
                    "end": 931.56,
                    "word": " as",
                    "probability": 0.869140625
                },
                {
                    "start": 931.56,
                    "end": 931.68,
                    "word": " you",
                    "probability": 0.89697265625
                },
                {
                    "start": 931.68,
                    "end": 931.82,
                    "word": " can",
                    "probability": 0.8984375
                },
                {
                    "start": 931.82,
                    "end": 932.12,
                    "word": " see",
                    "probability": 0.81103515625
                },
                {
                    "start": 932.12,
                    "end": 932.3,
                    "word": ",",
                    "probability": 0.56591796875
                },
                {
                    "start": 932.3,
                    "end": 932.94,
                    "word": " we're",
                    "probability": 0.93115234375
                }
            ]
        },
        {
            "id": 144,
            "seek": 89376,
            "start": 932.94,
            "end": 939.88,
            "text": " starting to get alerts. Zeek has noticed a couple of connections from the Bastion",
            "tokens": [
                51390,
                2891,
                281,
                483,
                28061,
                13,
                4853,
                916,
                575,
                5694,
                257,
                1916,
                295,
                9271,
                490,
                264,
                31915,
                313,
                51740
            ],
            "temperature": 0.0,
            "avg_logprob": -0.23867187183350325,
            "compression_ratio": 1.4976303317535544,
            "no_speech_prob": 0.02886962890625,
            "words": [
                {
                    "start": 932.94,
                    "end": 933.2,
                    "word": " starting",
                    "probability": 0.849609375
                },
                {
                    "start": 933.2,
                    "end": 933.4,
                    "word": " to",
                    "probability": 0.9072265625
                },
                {
                    "start": 933.4,
                    "end": 933.6,
                    "word": " get",
                    "probability": 0.9033203125
                },
                {
                    "start": 933.6,
                    "end": 934.22,
                    "word": " alerts",
                    "probability": 0.79541015625
                },
                {
                    "start": 934.22,
                    "end": 934.9,
                    "word": ".",
                    "probability": 0.96728515625
                },
                {
                    "start": 935.52,
                    "end": 935.74,
                    "word": " Zeek",
                    "probability": 0.44464111328125
                },
                {
                    "start": 935.74,
                    "end": 935.92,
                    "word": " has",
                    "probability": 0.90380859375
                },
                {
                    "start": 935.92,
                    "end": 936.32,
                    "word": " noticed",
                    "probability": 0.86083984375
                },
                {
                    "start": 937.8,
                    "end": 938.02,
                    "word": " a couple",
                    "probability": 0.79443359375
                },
                {
                    "start": 938.02,
                    "end": 938.2,
                    "word": " of",
                    "probability": 0.9052734375
                },
                {
                    "start": 938.2,
                    "end": 938.6,
                    "word": " connections",
                    "probability": 0.84228515625
                },
                {
                    "start": 938.6,
                    "end": 939.3,
                    "word": " from",
                    "probability": 0.81787109375
                },
                {
                    "start": 939.3,
                    "end": 939.48,
                    "word": " the",
                    "probability": 0.822265625
                },
                {
                    "start": 939.48,
                    "end": 939.88,
                    "word": " Bastion",
                    "probability": 0.885009765625
                }
            ]
        },
        {
            "id": 145,
            "seek": 92254,
            "start": 939.88,
            "end": 949.56,
            "text": " host to the app server. And if we switch over, you'll see the same thing in Squirt",
            "tokens": [
                50364,
                3975,
                281,
                264,
                724,
                7154,
                13,
                400,
                498,
                321,
                3679,
                670,
                11,
                291,
                603,
                536,
                264,
                912,
                551,
                294,
                8683,
                2498,
                50846
            ],
            "temperature": 0.0,
            "avg_logprob": -0.24198191240429878,
            "compression_ratio": 1.4832535885167464,
            "no_speech_prob": 0.036224365234375,
            "words": [
                {
                    "start": 939.88,
                    "end": 940.24,
                    "word": " host",
                    "probability": 0.64208984375
                },
                {
                    "start": 940.24,
                    "end": 941.16,
                    "word": " to",
                    "probability": 0.853515625
                },
                {
                    "start": 941.16,
                    "end": 942.0,
                    "word": " the",
                    "probability": 0.82275390625
                },
                {
                    "start": 942.0,
                    "end": 942.22,
                    "word": " app",
                    "probability": 0.72314453125
                },
                {
                    "start": 942.22,
                    "end": 942.52,
                    "word": " server",
                    "probability": 0.81005859375
                },
                {
                    "start": 942.52,
                    "end": 943.24,
                    "word": ".",
                    "probability": 0.6865234375
                },
                {
                    "start": 943.4,
                    "end": 943.66,
                    "word": " And",
                    "probability": 0.80810546875
                },
                {
                    "start": 943.66,
                    "end": 943.96,
                    "word": " if",
                    "probability": 0.86376953125
                },
                {
                    "start": 943.96,
                    "end": 944.1,
                    "word": " we",
                    "probability": 0.90673828125
                },
                {
                    "start": 944.1,
                    "end": 944.4,
                    "word": " switch",
                    "probability": 0.93505859375
                },
                {
                    "start": 944.4,
                    "end": 944.86,
                    "word": " over",
                    "probability": 0.884765625
                },
                {
                    "start": 944.86,
                    "end": 945.8,
                    "word": ",",
                    "probability": 0.6455078125
                },
                {
                    "start": 945.8,
                    "end": 946.4,
                    "word": " you'll",
                    "probability": 0.9150390625
                },
                {
                    "start": 946.4,
                    "end": 946.54,
                    "word": " see",
                    "probability": 0.81591796875
                },
                {
                    "start": 946.54,
                    "end": 946.72,
                    "word": " the",
                    "probability": 0.8125
                },
                {
                    "start": 946.72,
                    "end": 946.98,
                    "word": " same",
                    "probability": 0.8125
                },
                {
                    "start": 946.98,
                    "end": 947.48,
                    "word": " thing",
                    "probability": 0.81298828125
                },
                {
                    "start": 947.48,
                    "end": 948.72,
                    "word": " in",
                    "probability": 0.896484375
                },
                {
                    "start": 948.72,
                    "end": 949.56,
                    "word": " Squirt",
                    "probability": 0.683349609375
                }
            ]
        },
        {
            "id": 146,
            "seek": 92254,
            "start": 949.56,
            "end": 958.18,
            "text": " as well. Notice how they work slightly differently. The Squirt gives us many",
            "tokens": [
                50846,
                382,
                731,
                13,
                13428,
                577,
                436,
                589,
                4748,
                7614,
                13,
                440,
                8683,
                2498,
                2709,
                505,
                867,
                51276
            ],
            "temperature": 0.0,
            "avg_logprob": -0.24198191240429878,
            "compression_ratio": 1.4832535885167464,
            "no_speech_prob": 0.036224365234375,
            "words": [
                {
                    "start": 949.56,
                    "end": 949.84,
                    "word": " as",
                    "probability": 0.876953125
                },
                {
                    "start": 949.84,
                    "end": 950.14,
                    "word": " well",
                    "probability": 0.876953125
                },
                {
                    "start": 950.14,
                    "end": 950.86,
                    "word": ".",
                    "probability": 0.98779296875
                },
                {
                    "start": 951.82,
                    "end": 952.54,
                    "word": " Notice",
                    "probability": 0.92626953125
                },
                {
                    "start": 952.54,
                    "end": 953.02,
                    "word": " how",
                    "probability": 0.900390625
                },
                {
                    "start": 953.02,
                    "end": 953.26,
                    "word": " they",
                    "probability": 0.7392578125
                },
                {
                    "start": 953.26,
                    "end": 953.7,
                    "word": " work",
                    "probability": 0.80029296875
                },
                {
                    "start": 953.7,
                    "end": 954.6,
                    "word": " slightly",
                    "probability": 0.693359375
                },
                {
                    "start": 954.6,
                    "end": 955.1,
                    "word": " differently",
                    "probability": 0.64501953125
                },
                {
                    "start": 955.1,
                    "end": 955.82,
                    "word": ".",
                    "probability": 0.89404296875
                },
                {
                    "start": 956.24,
                    "end": 956.4,
                    "word": " The",
                    "probability": 0.76123046875
                },
                {
                    "start": 956.4,
                    "end": 956.76,
                    "word": " Squirt",
                    "probability": 0.862548828125
                },
                {
                    "start": 956.76,
                    "end": 957.56,
                    "word": " gives",
                    "probability": 0.8525390625
                },
                {
                    "start": 957.56,
                    "end": 957.76,
                    "word": " us",
                    "probability": 0.90380859375
                },
                {
                    "start": 957.76,
                    "end": 958.18,
                    "word": " many",
                    "probability": 0.81103515625
                }
            ]
        },
        {
            "id": 147,
            "seek": 92254,
            "start": 958.18,
            "end": 963.5,
            "text": " more alerts because it's looking individually at the packets traversing",
            "tokens": [
                51276,
                544,
                28061,
                570,
                309,
                311,
                1237,
                16652,
                412,
                264,
                30364,
                23149,
                278,
                51544
            ],
            "temperature": 0.0,
            "avg_logprob": -0.24198191240429878,
            "compression_ratio": 1.4832535885167464,
            "no_speech_prob": 0.036224365234375,
            "words": [
                {
                    "start": 958.18,
                    "end": 958.48,
                    "word": " more",
                    "probability": 0.892578125
                },
                {
                    "start": 958.48,
                    "end": 958.8,
                    "word": " alerts",
                    "probability": 0.75732421875
                },
                {
                    "start": 958.8,
                    "end": 959.02,
                    "word": " because",
                    "probability": 0.62744140625
                },
                {
                    "start": 959.02,
                    "end": 959.2,
                    "word": " it's",
                    "probability": 0.9482421875
                },
                {
                    "start": 959.2,
                    "end": 959.52,
                    "word": " looking",
                    "probability": 0.79296875
                },
                {
                    "start": 959.52,
                    "end": 960.62,
                    "word": " individually",
                    "probability": 0.7822265625
                },
                {
                    "start": 960.62,
                    "end": 960.96,
                    "word": " at",
                    "probability": 0.8984375
                },
                {
                    "start": 960.96,
                    "end": 961.32,
                    "word": " the",
                    "probability": 0.8173828125
                },
                {
                    "start": 961.32,
                    "end": 962.96,
                    "word": " packets",
                    "probability": 0.84765625
                },
                {
                    "start": 962.96,
                    "end": 963.5,
                    "word": " traversing",
                    "probability": 0.87548828125
                }
            ]
        },
        {
            "id": 148,
            "seek": 92254,
            "start": 963.5,
            "end": 968.66,
            "text": " the network, versus Zeek gives us total number of connections. But either way,",
            "tokens": [
                51544,
                264,
                3209,
                11,
                5717,
                4853,
                916,
                2709,
                505,
                3217,
                1230,
                295,
                9271,
                13,
                583,
                2139,
                636,
                11,
                51798
            ],
            "temperature": 0.0,
            "avg_logprob": -0.24198191240429878,
            "compression_ratio": 1.4832535885167464,
            "no_speech_prob": 0.036224365234375,
            "words": [
                {
                    "start": 963.5,
                    "end": 963.66,
                    "word": " the",
                    "probability": 0.8134765625
                },
                {
                    "start": 963.66,
                    "end": 964.02,
                    "word": " network",
                    "probability": 0.84375
                },
                {
                    "start": 964.02,
                    "end": 964.2,
                    "word": ",",
                    "probability": 0.280517578125
                },
                {
                    "start": 964.2,
                    "end": 964.8,
                    "word": " versus",
                    "probability": 0.7275390625
                },
                {
                    "start": 964.8,
                    "end": 965.26,
                    "word": " Zeek",
                    "probability": 0.7177734375
                },
                {
                    "start": 965.26,
                    "end": 965.62,
                    "word": " gives",
                    "probability": 0.8310546875
                },
                {
                    "start": 965.62,
                    "end": 965.88,
                    "word": " us",
                    "probability": 0.89501953125
                },
                {
                    "start": 965.88,
                    "end": 966.36,
                    "word": " total",
                    "probability": 0.62939453125
                },
                {
                    "start": 966.36,
                    "end": 966.68,
                    "word": " number",
                    "probability": 0.87939453125
                },
                {
                    "start": 966.68,
                    "end": 966.84,
                    "word": " of",
                    "probability": 0.90625
                },
                {
                    "start": 966.84,
                    "end": 967.24,
                    "word": " connections",
                    "probability": 0.833984375
                },
                {
                    "start": 967.24,
                    "end": 967.8,
                    "word": ".",
                    "probability": 0.75732421875
                },
                {
                    "start": 967.8,
                    "end": 968.12,
                    "word": " But",
                    "probability": 0.88525390625
                },
                {
                    "start": 968.12,
                    "end": 968.4,
                    "word": " either",
                    "probability": 0.82421875
                },
                {
                    "start": 968.4,
                    "end": 968.66,
                    "word": " way",
                    "probability": 0.89453125
                },
                {
                    "start": 968.66,
                    "end": 968.66,
                    "word": ",",
                    "probability": 0.64892578125
                }
            ]
        },
        {
            "id": 149,
            "seek": 95108,
            "start": 968.66,
            "end": 973.32,
            "text": " we're seeing the alerts that we're violating this zero-touch policy, and",
            "tokens": [
                50364,
                321,
                434,
                2577,
                264,
                28061,
                300,
                321,
                434,
                42201,
                341,
                4018,
                12,
                83,
                2220,
                3897,
                11,
                293,
                50596
            ],
            "temperature": 0.0,
            "avg_logprob": -0.23253676733549902,
            "compression_ratio": 1.6946902654867257,
            "no_speech_prob": 0.0021495819091796875,
            "words": [
                {
                    "start": 968.66,
                    "end": 968.86,
                    "word": " we're",
                    "probability": 0.561279296875
                },
                {
                    "start": 968.86,
                    "end": 969.28,
                    "word": " seeing",
                    "probability": 0.79296875
                },
                {
                    "start": 969.28,
                    "end": 969.68,
                    "word": " the",
                    "probability": 0.783203125
                },
                {
                    "start": 969.68,
                    "end": 970.22,
                    "word": " alerts",
                    "probability": 0.779296875
                },
                {
                    "start": 970.22,
                    "end": 970.6,
                    "word": " that",
                    "probability": 0.884765625
                },
                {
                    "start": 970.6,
                    "end": 970.78,
                    "word": " we're",
                    "probability": 0.833740234375
                },
                {
                    "start": 970.78,
                    "end": 971.24,
                    "word": " violating",
                    "probability": 0.81103515625
                },
                {
                    "start": 971.24,
                    "end": 971.56,
                    "word": " this",
                    "probability": 0.87109375
                },
                {
                    "start": 971.56,
                    "end": 971.86,
                    "word": " zero",
                    "probability": 0.58544921875
                },
                {
                    "start": 971.86,
                    "end": 972.1,
                    "word": "-touch",
                    "probability": 0.7511393229166666
                },
                {
                    "start": 972.1,
                    "end": 972.64,
                    "word": " policy",
                    "probability": 0.82421875
                },
                {
                    "start": 972.64,
                    "end": 972.86,
                    "word": ",",
                    "probability": 0.505859375
                },
                {
                    "start": 972.86,
                    "end": 973.32,
                    "word": " and",
                    "probability": 0.89453125
                }
            ]
        },
        {
            "id": 150,
            "seek": 95108,
            "start": 973.32,
            "end": 982.98,
            "text": " that it's a good indicator of lateral movement. So you want to start doing this",
            "tokens": [
                50596,
                300,
                309,
                311,
                257,
                665,
                16961,
                295,
                25128,
                3963,
                13,
                407,
                291,
                528,
                281,
                722,
                884,
                341,
                50880
            ],
            "temperature": 0.0,
            "avg_logprob": -0.23253676733549902,
            "compression_ratio": 1.6946902654867257,
            "no_speech_prob": 0.0021495819091796875,
            "words": [
                {
                    "start": 973.32,
                    "end": 973.44,
                    "word": " that",
                    "probability": 0.7734375
                },
                {
                    "start": 973.44,
                    "end": 973.58,
                    "word": " it's",
                    "probability": 0.94482421875
                },
                {
                    "start": 973.66,
                    "end": 973.8,
                    "word": " a good",
                    "probability": 0.87744140625
                },
                {
                    "start": 973.8,
                    "end": 974.34,
                    "word": " indicator",
                    "probability": 0.9208984375
                },
                {
                    "start": 974.34,
                    "end": 974.92,
                    "word": " of",
                    "probability": 0.904296875
                },
                {
                    "start": 974.92,
                    "end": 975.5,
                    "word": " lateral",
                    "probability": 0.833984375
                },
                {
                    "start": 975.5,
                    "end": 975.96,
                    "word": " movement",
                    "probability": 0.83837890625
                },
                {
                    "start": 975.96,
                    "end": 976.56,
                    "word": ".",
                    "probability": 0.99169921875
                },
                {
                    "start": 981.34,
                    "end": 981.94,
                    "word": " So",
                    "probability": 0.84912109375
                },
                {
                    "start": 981.94,
                    "end": 982.16,
                    "word": " you",
                    "probability": 0.55419921875
                },
                {
                    "start": 982.16,
                    "end": 982.28,
                    "word": " want",
                    "probability": 0.72998046875
                },
                {
                    "start": 982.28,
                    "end": 982.36,
                    "word": " to",
                    "probability": 0.90673828125
                },
                {
                    "start": 982.36,
                    "end": 982.54,
                    "word": " start",
                    "probability": 0.8642578125
                },
                {
                    "start": 982.54,
                    "end": 982.76,
                    "word": " doing",
                    "probability": 0.91552734375
                },
                {
                    "start": 982.76,
                    "end": 982.98,
                    "word": " this",
                    "probability": 0.87548828125
                }
            ]
        },
        {
            "id": 151,
            "seek": 95108,
            "start": 982.98,
            "end": 989.2,
            "text": " in your environment as well. Well, first off, if you're not zero-touch yet, you",
            "tokens": [
                50880,
                294,
                428,
                2823,
                382,
                731,
                13,
                1042,
                11,
                700,
                766,
                11,
                498,
                291,
                434,
                406,
                4018,
                12,
                83,
                2220,
                1939,
                11,
                291,
                51192
            ],
            "temperature": 0.0,
            "avg_logprob": -0.23253676733549902,
            "compression_ratio": 1.6946902654867257,
            "no_speech_prob": 0.0021495819091796875,
            "words": [
                {
                    "start": 982.98,
                    "end": 983.08,
                    "word": " in",
                    "probability": 0.90673828125
                },
                {
                    "start": 983.08,
                    "end": 983.22,
                    "word": " your",
                    "probability": 0.80419921875
                },
                {
                    "start": 983.22,
                    "end": 983.6,
                    "word": " environment",
                    "probability": 0.7724609375
                },
                {
                    "start": 983.6,
                    "end": 983.86,
                    "word": " as",
                    "probability": 0.8662109375
                },
                {
                    "start": 983.86,
                    "end": 984.04,
                    "word": " well",
                    "probability": 0.880859375
                },
                {
                    "start": 984.04,
                    "end": 984.64,
                    "word": ".",
                    "probability": 0.837890625
                },
                {
                    "start": 984.86,
                    "end": 985.16,
                    "word": " Well",
                    "probability": 0.72998046875
                },
                {
                    "start": 985.16,
                    "end": 985.48,
                    "word": ",",
                    "probability": 0.9326171875
                },
                {
                    "start": 985.48,
                    "end": 985.98,
                    "word": " first",
                    "probability": 0.81494140625
                },
                {
                    "start": 985.98,
                    "end": 986.32,
                    "word": " off",
                    "probability": 0.82177734375
                },
                {
                    "start": 986.32,
                    "end": 986.64,
                    "word": ",",
                    "probability": 0.96875
                },
                {
                    "start": 986.64,
                    "end": 986.88,
                    "word": " if",
                    "probability": 0.90283203125
                },
                {
                    "start": 986.88,
                    "end": 987.02,
                    "word": " you're",
                    "probability": 0.9208984375
                },
                {
                    "start": 987.02,
                    "end": 987.2,
                    "word": " not",
                    "probability": 0.87841796875
                },
                {
                    "start": 987.2,
                    "end": 987.48,
                    "word": " zero",
                    "probability": 0.77734375
                },
                {
                    "start": 987.48,
                    "end": 987.78,
                    "word": "-touch",
                    "probability": 0.9021809895833334
                },
                {
                    "start": 987.78,
                    "end": 988.08,
                    "word": " yet",
                    "probability": 0.87109375
                },
                {
                    "start": 988.08,
                    "end": 988.6,
                    "word": ",",
                    "probability": 0.96337890625
                },
                {
                    "start": 988.6,
                    "end": 989.2,
                    "word": " you",
                    "probability": 0.89794921875
                }
            ]
        },
        {
            "id": 152,
            "seek": 95108,
            "start": 989.2,
            "end": 994.32,
            "text": " should move that direction. Implement zero-touch. It's got a lot of benefits",
            "tokens": [
                51192,
                820,
                1286,
                300,
                3513,
                13,
                4331,
                43704,
                4018,
                12,
                83,
                2220,
                13,
                467,
                311,
                658,
                257,
                688,
                295,
                5311,
                51458
            ],
            "temperature": 0.0,
            "avg_logprob": -0.23253676733549902,
            "compression_ratio": 1.6946902654867257,
            "no_speech_prob": 0.0021495819091796875,
            "words": [
                {
                    "start": 989.2,
                    "end": 989.5,
                    "word": " should",
                    "probability": 0.92822265625
                },
                {
                    "start": 989.5,
                    "end": 989.76,
                    "word": " move",
                    "probability": 0.86865234375
                },
                {
                    "start": 989.76,
                    "end": 989.96,
                    "word": " that",
                    "probability": 0.87060546875
                },
                {
                    "start": 989.96,
                    "end": 990.46,
                    "word": " direction",
                    "probability": 0.91748046875
                },
                {
                    "start": 990.46,
                    "end": 991.06,
                    "word": ".",
                    "probability": 0.90478515625
                },
                {
                    "start": 991.58,
                    "end": 991.96,
                    "word": " Implement",
                    "probability": 0.901123046875
                },
                {
                    "start": 991.96,
                    "end": 992.28,
                    "word": " zero",
                    "probability": 0.76318359375
                },
                {
                    "start": 992.28,
                    "end": 992.6,
                    "word": "-touch",
                    "probability": 0.9462890625
                },
                {
                    "start": 992.6,
                    "end": 992.82,
                    "word": ".",
                    "probability": 0.82373046875
                },
                {
                    "start": 992.82,
                    "end": 993.08,
                    "word": " It's",
                    "probability": 0.948486328125
                },
                {
                    "start": 993.08,
                    "end": 993.2,
                    "word": " got",
                    "probability": 0.8974609375
                },
                {
                    "start": 993.36,
                    "end": 993.7,
                    "word": " a lot",
                    "probability": 0.89404296875
                },
                {
                    "start": 993.7,
                    "end": 993.88,
                    "word": " of",
                    "probability": 0.904296875
                },
                {
                    "start": 993.88,
                    "end": 994.32,
                    "word": " benefits",
                    "probability": 0.7373046875
                }
            ]
        },
        {
            "id": 153,
            "seek": 95108,
            "start": 994.32,
            "end": 1001.16,
            "text": " besides this one. When you're ready to implement this detection, use your",
            "tokens": [
                51458,
                11868,
                341,
                472,
                13,
                1133,
                291,
                434,
                1919,
                281,
                4445,
                341,
                17784,
                11,
                764,
                428,
                51788
            ],
            "temperature": 0.0,
            "avg_logprob": -0.23253676733549902,
            "compression_ratio": 1.6946902654867257,
            "no_speech_prob": 0.0021495819091796875,
            "words": [
                {
                    "start": 994.32,
                    "end": 994.94,
                    "word": " besides",
                    "probability": 0.84033203125
                },
                {
                    "start": 994.94,
                    "end": 995.32,
                    "word": " this",
                    "probability": 0.88330078125
                },
                {
                    "start": 995.32,
                    "end": 995.56,
                    "word": " one",
                    "probability": 0.81591796875
                },
                {
                    "start": 995.56,
                    "end": 996.16,
                    "word": ".",
                    "probability": 0.998046875
                },
                {
                    "start": 997.46,
                    "end": 998.06,
                    "word": " When",
                    "probability": 0.8125
                },
                {
                    "start": 998.06,
                    "end": 998.22,
                    "word": " you're",
                    "probability": 0.921142578125
                },
                {
                    "start": 998.22,
                    "end": 998.36,
                    "word": " ready",
                    "probability": 0.80126953125
                },
                {
                    "start": 998.36,
                    "end": 998.56,
                    "word": " to",
                    "probability": 0.9072265625
                },
                {
                    "start": 998.56,
                    "end": 998.84,
                    "word": " implement",
                    "probability": 0.77490234375
                },
                {
                    "start": 998.84,
                    "end": 999.14,
                    "word": " this",
                    "probability": 0.88330078125
                },
                {
                    "start": 999.14,
                    "end": 999.56,
                    "word": " detection",
                    "probability": 0.74609375
                },
                {
                    "start": 999.56,
                    "end": 1000.66,
                    "word": ",",
                    "probability": 0.9765625
                },
                {
                    "start": 1000.66,
                    "end": 1000.98,
                    "word": " use",
                    "probability": 0.81298828125
                },
                {
                    "start": 1000.98,
                    "end": 1001.16,
                    "word": " your",
                    "probability": 0.80908203125
                }
            ]
        },
        {
            "id": 154,
            "seek": 97625,
            "start": 1001.16,
            "end": 1005.72,
            "text": " platform of choice. Whatever you're already using is going to be best.",
            "tokens": [
                50364,
                3663,
                295,
                3922,
                13,
                8541,
                291,
                434,
                1217,
                1228,
                307,
                516,
                281,
                312,
                1151,
                13,
                50574
            ],
            "temperature": 0.0,
            "avg_logprob": -0.2119654642516061,
            "compression_ratio": 1.4604651162790698,
            "no_speech_prob": 0.005641937255859375,
            "words": [
                {
                    "start": 1001.16,
                    "end": 1001.56,
                    "word": " platform",
                    "probability": 0.55029296875
                },
                {
                    "start": 1001.56,
                    "end": 1001.74,
                    "word": " of",
                    "probability": 0.90185546875
                },
                {
                    "start": 1001.74,
                    "end": 1002.08,
                    "word": " choice",
                    "probability": 0.798828125
                },
                {
                    "start": 1002.08,
                    "end": 1002.56,
                    "word": ".",
                    "probability": 0.4599609375
                },
                {
                    "start": 1002.56,
                    "end": 1002.9,
                    "word": " Whatever",
                    "probability": 0.8798828125
                },
                {
                    "start": 1002.9,
                    "end": 1003.22,
                    "word": " you're",
                    "probability": 0.91650390625
                },
                {
                    "start": 1003.22,
                    "end": 1003.54,
                    "word": " already",
                    "probability": 0.80810546875
                },
                {
                    "start": 1003.54,
                    "end": 1003.9,
                    "word": " using",
                    "probability": 0.82080078125
                },
                {
                    "start": 1003.9,
                    "end": 1004.2,
                    "word": " is",
                    "probability": 0.89306640625
                },
                {
                    "start": 1004.2,
                    "end": 1004.42,
                    "word": " going",
                    "probability": 0.85693359375
                },
                {
                    "start": 1004.42,
                    "end": 1004.56,
                    "word": " to",
                    "probability": 0.90380859375
                },
                {
                    "start": 1004.56,
                    "end": 1004.68,
                    "word": " be",
                    "probability": 0.90625
                },
                {
                    "start": 1004.68,
                    "end": 1005.06,
                    "word": " best",
                    "probability": 0.80859375
                },
                {
                    "start": 1005.06,
                    "end": 1005.72,
                    "word": ".",
                    "probability": 0.9326171875
                }
            ]
        },
        {
            "id": 155,
            "seek": 97625,
            "start": 1005.82,
            "end": 1011.4,
            "text": " There's no need to go get specialized software or hardware in order to do this.",
            "tokens": [
                50574,
                821,
                311,
                572,
                643,
                281,
                352,
                483,
                19813,
                4722,
                420,
                8837,
                294,
                1668,
                281,
                360,
                341,
                13,
                50848
            ],
            "temperature": 0.0,
            "avg_logprob": -0.2119654642516061,
            "compression_ratio": 1.4604651162790698,
            "no_speech_prob": 0.005641937255859375,
            "words": [
                {
                    "start": 1005.82,
                    "end": 1006.44,
                    "word": " There's",
                    "probability": 0.848388671875
                },
                {
                    "start": 1006.44,
                    "end": 1006.64,
                    "word": " no",
                    "probability": 0.90673828125
                },
                {
                    "start": 1006.64,
                    "end": 1006.92,
                    "word": " need",
                    "probability": 0.80859375
                },
                {
                    "start": 1006.92,
                    "end": 1007.14,
                    "word": " to",
                    "probability": 0.90966796875
                },
                {
                    "start": 1007.14,
                    "end": 1007.3,
                    "word": " go",
                    "probability": 0.8857421875
                },
                {
                    "start": 1007.3,
                    "end": 1007.52,
                    "word": " get",
                    "probability": 0.89453125
                },
                {
                    "start": 1007.52,
                    "end": 1007.98,
                    "word": " specialized",
                    "probability": 0.92626953125
                },
                {
                    "start": 1007.98,
                    "end": 1009.06,
                    "word": " software",
                    "probability": 0.83837890625
                },
                {
                    "start": 1009.06,
                    "end": 1009.44,
                    "word": " or",
                    "probability": 0.896484375
                },
                {
                    "start": 1009.44,
                    "end": 1009.82,
                    "word": " hardware",
                    "probability": 0.82470703125
                },
                {
                    "start": 1009.82,
                    "end": 1010.12,
                    "word": " in",
                    "probability": 0.8896484375
                },
                {
                    "start": 1010.12,
                    "end": 1010.28,
                    "word": " order",
                    "probability": 0.833984375
                },
                {
                    "start": 1010.28,
                    "end": 1010.5,
                    "word": " to",
                    "probability": 0.90673828125
                },
                {
                    "start": 1010.5,
                    "end": 1010.64,
                    "word": " do",
                    "probability": 0.904296875
                },
                {
                    "start": 1010.64,
                    "end": 1011.02,
                    "word": " this",
                    "probability": 0.87939453125
                },
                {
                    "start": 1011.02,
                    "end": 1011.4,
                    "word": ".",
                    "probability": 0.90478515625
                }
            ]
        },
        {
            "id": 156,
            "seek": 97625,
            "start": 1011.4,
            "end": 1019.64,
            "text": " Use your existing IDS or network monitor. It's a very simple detection to include.",
            "tokens": [
                50848,
                8278,
                428,
                6741,
                7348,
                50,
                420,
                3209,
                6002,
                13,
                467,
                311,
                257,
                588,
                2199,
                17784,
                281,
                4090,
                13,
                51292
            ],
            "temperature": 0.0,
            "avg_logprob": -0.2119654642516061,
            "compression_ratio": 1.4604651162790698,
            "no_speech_prob": 0.005641937255859375,
            "words": [
                {
                    "start": 1011.4,
                    "end": 1011.82,
                    "word": " Use",
                    "probability": 0.927734375
                },
                {
                    "start": 1011.82,
                    "end": 1012.02,
                    "word": " your",
                    "probability": 0.81689453125
                },
                {
                    "start": 1012.02,
                    "end": 1012.54,
                    "word": " existing",
                    "probability": 0.8427734375
                },
                {
                    "start": 1012.54,
                    "end": 1013.28,
                    "word": " IDS",
                    "probability": 0.81005859375
                },
                {
                    "start": 1013.28,
                    "end": 1013.44,
                    "word": " or",
                    "probability": 0.89794921875
                },
                {
                    "start": 1013.44,
                    "end": 1013.74,
                    "word": " network",
                    "probability": 0.78173828125
                },
                {
                    "start": 1013.74,
                    "end": 1014.22,
                    "word": " monitor",
                    "probability": 0.89501953125
                },
                {
                    "start": 1014.22,
                    "end": 1014.88,
                    "word": ".",
                    "probability": 0.97119140625
                },
                {
                    "start": 1015.16,
                    "end": 1015.7,
                    "word": " It's",
                    "probability": 0.9501953125
                },
                {
                    "start": 1015.84,
                    "end": 1016.02,
                    "word": " a very",
                    "probability": 0.73583984375
                },
                {
                    "start": 1016.02,
                    "end": 1016.34,
                    "word": " simple",
                    "probability": 0.91650390625
                },
                {
                    "start": 1016.34,
                    "end": 1016.76,
                    "word": " detection",
                    "probability": 0.78955078125
                },
                {
                    "start": 1016.76,
                    "end": 1017.16,
                    "word": " to",
                    "probability": 0.880859375
                },
                {
                    "start": 1017.16,
                    "end": 1018.98,
                    "word": " include",
                    "probability": 0.7451171875
                },
                {
                    "start": 1018.98,
                    "end": 1019.64,
                    "word": ".",
                    "probability": 0.7861328125
                }
            ]
        },
        {
            "id": 157,
            "seek": 97625,
            "start": 1020.42,
            "end": 1026.33,
            "text": " But then, also pay attention to how you tailor it for your specific environment.",
            "tokens": [
                51292,
                583,
                550,
                11,
                611,
                1689,
                3202,
                281,
                577,
                291,
                33068,
                309,
                337,
                428,
                2685,
                2823,
                13,
                51612
            ],
            "temperature": 0.0,
            "avg_logprob": -0.2119654642516061,
            "compression_ratio": 1.4604651162790698,
            "no_speech_prob": 0.005641937255859375,
            "words": [
                {
                    "start": 1020.42,
                    "end": 1020.74,
                    "word": " But",
                    "probability": 0.89013671875
                },
                {
                    "start": 1020.74,
                    "end": 1021.06,
                    "word": " then",
                    "probability": 0.701171875
                },
                {
                    "start": 1021.06,
                    "end": 1021.26,
                    "word": ",",
                    "probability": 0.27734375
                },
                {
                    "start": 1021.26,
                    "end": 1021.66,
                    "word": " also",
                    "probability": 0.8212890625
                },
                {
                    "start": 1021.66,
                    "end": 1021.94,
                    "word": " pay",
                    "probability": 0.8876953125
                },
                {
                    "start": 1021.94,
                    "end": 1022.38,
                    "word": " attention",
                    "probability": 0.85546875
                },
                {
                    "start": 1022.38,
                    "end": 1023.3,
                    "word": " to",
                    "probability": 0.9033203125
                },
                {
                    "start": 1023.3,
                    "end": 1023.96,
                    "word": " how",
                    "probability": 0.8994140625
                },
                {
                    "start": 1023.96,
                    "end": 1024.2,
                    "word": " you",
                    "probability": 0.8994140625
                },
                {
                    "start": 1024.2,
                    "end": 1024.5,
                    "word": " tailor",
                    "probability": 0.775390625
                },
                {
                    "start": 1024.5,
                    "end": 1024.74,
                    "word": " it",
                    "probability": 0.900390625
                },
                {
                    "start": 1024.74,
                    "end": 1024.9,
                    "word": " for",
                    "probability": 0.8974609375
                },
                {
                    "start": 1024.9,
                    "end": 1025.1,
                    "word": " your",
                    "probability": 0.80419921875
                },
                {
                    "start": 1025.1,
                    "end": 1025.46,
                    "word": " specific",
                    "probability": 0.81396484375
                },
                {
                    "start": 1025.46,
                    "end": 1026.0,
                    "word": " environment",
                    "probability": 0.7568359375
                },
                {
                    "start": 1026.0,
                    "end": 1026.33,
                    "word": ".",
                    "probability": 0.99169921875
                }
            ]
        },
        {
            "id": 158,
            "seek": 100497,
            "start": 1026.87,
            "end": 1032.25,
            "text": " In the example, it was looking for all TCP connections, because I wanted to catch",
            "tokens": [
                50398,
                682,
                264,
                1365,
                11,
                309,
                390,
                1237,
                337,
                439,
                48965,
                9271,
                11,
                570,
                286,
                1415,
                281,
                3745,
                50664
            ],
            "temperature": 0.0,
            "avg_logprob": -0.26276881720430106,
            "compression_ratio": 1.6485355648535565,
            "no_speech_prob": 0.05108642578125,
            "words": [
                {
                    "start": 1026.87,
                    "end": 1027.17,
                    "word": " In",
                    "probability": 0.76220703125
                },
                {
                    "start": 1027.17,
                    "end": 1027.57,
                    "word": " the",
                    "probability": 0.7919921875
                },
                {
                    "start": 1027.57,
                    "end": 1028.05,
                    "word": " example",
                    "probability": 0.92578125
                },
                {
                    "start": 1028.05,
                    "end": 1028.29,
                    "word": ",",
                    "probability": 0.74755859375
                },
                {
                    "start": 1028.29,
                    "end": 1028.41,
                    "word": " it",
                    "probability": 0.890625
                },
                {
                    "start": 1028.41,
                    "end": 1028.51,
                    "word": " was",
                    "probability": 0.90478515625
                },
                {
                    "start": 1028.51,
                    "end": 1028.75,
                    "word": " looking",
                    "probability": 0.79931640625
                },
                {
                    "start": 1028.75,
                    "end": 1028.99,
                    "word": " for",
                    "probability": 0.9033203125
                },
                {
                    "start": 1028.99,
                    "end": 1029.49,
                    "word": " all",
                    "probability": 0.8564453125
                },
                {
                    "start": 1029.49,
                    "end": 1029.97,
                    "word": " TCP",
                    "probability": 0.8447265625
                },
                {
                    "start": 1029.97,
                    "end": 1030.63,
                    "word": " connections",
                    "probability": 0.8173828125
                },
                {
                    "start": 1030.63,
                    "end": 1031.03,
                    "word": ",",
                    "probability": 0.3671875
                },
                {
                    "start": 1031.03,
                    "end": 1031.39,
                    "word": " because",
                    "probability": 0.80810546875
                },
                {
                    "start": 1031.39,
                    "end": 1031.53,
                    "word": " I",
                    "probability": 0.9716796875
                },
                {
                    "start": 1031.53,
                    "end": 1031.67,
                    "word": " wanted",
                    "probability": 0.7890625
                },
                {
                    "start": 1031.67,
                    "end": 1031.85,
                    "word": " to",
                    "probability": 0.89599609375
                },
                {
                    "start": 1031.85,
                    "end": 1032.25,
                    "word": " catch",
                    "probability": 0.82421875
                }
            ]
        },
        {
            "id": 159,
            "seek": 100497,
            "start": 1032.25,
            "end": 1037.29,
            "text": " the broadest range of lateral movement. But that might not make sense for your",
            "tokens": [
                50664,
                264,
                4152,
                377,
                3613,
                295,
                25128,
                3963,
                13,
                583,
                300,
                1062,
                406,
                652,
                2020,
                337,
                428,
                50912
            ],
            "temperature": 0.0,
            "avg_logprob": -0.26276881720430106,
            "compression_ratio": 1.6485355648535565,
            "no_speech_prob": 0.05108642578125,
            "words": [
                {
                    "start": 1032.25,
                    "end": 1032.51,
                    "word": " the",
                    "probability": 0.8076171875
                },
                {
                    "start": 1032.51,
                    "end": 1033.19,
                    "word": " broadest",
                    "probability": 0.92236328125
                },
                {
                    "start": 1033.19,
                    "end": 1033.65,
                    "word": " range",
                    "probability": 0.79296875
                },
                {
                    "start": 1033.65,
                    "end": 1033.81,
                    "word": " of",
                    "probability": 0.90478515625
                },
                {
                    "start": 1033.81,
                    "end": 1034.09,
                    "word": " lateral",
                    "probability": 0.78076171875
                },
                {
                    "start": 1034.09,
                    "end": 1034.57,
                    "word": " movement",
                    "probability": 0.84228515625
                },
                {
                    "start": 1034.57,
                    "end": 1035.17,
                    "word": ".",
                    "probability": 0.83740234375
                },
                {
                    "start": 1035.35,
                    "end": 1035.77,
                    "word": " But",
                    "probability": 0.87548828125
                },
                {
                    "start": 1035.77,
                    "end": 1036.17,
                    "word": " that",
                    "probability": 0.76171875
                },
                {
                    "start": 1036.17,
                    "end": 1036.35,
                    "word": " might",
                    "probability": 0.81396484375
                },
                {
                    "start": 1036.35,
                    "end": 1036.53,
                    "word": " not",
                    "probability": 0.90087890625
                },
                {
                    "start": 1036.53,
                    "end": 1036.77,
                    "word": " make",
                    "probability": 0.8828125
                },
                {
                    "start": 1036.77,
                    "end": 1036.99,
                    "word": " sense",
                    "probability": 0.73583984375
                },
                {
                    "start": 1036.99,
                    "end": 1037.13,
                    "word": " for",
                    "probability": 0.8984375
                },
                {
                    "start": 1037.13,
                    "end": 1037.29,
                    "word": " your",
                    "probability": 0.8046875
                }
            ]
        },
        {
            "id": 160,
            "seek": 100497,
            "start": 1037.29,
            "end": 1042.53,
            "text": " environment. So maybe you need to tailor it down to only look for SSH connections",
            "tokens": [
                50912,
                2823,
                13,
                407,
                1310,
                291,
                643,
                281,
                33068,
                309,
                760,
                281,
                787,
                574,
                337,
                12238,
                39,
                9271,
                51218
            ],
            "temperature": 0.0,
            "avg_logprob": -0.26276881720430106,
            "compression_ratio": 1.6485355648535565,
            "no_speech_prob": 0.05108642578125,
            "words": [
                {
                    "start": 1037.29,
                    "end": 1037.69,
                    "word": " environment",
                    "probability": 0.77197265625
                },
                {
                    "start": 1037.69,
                    "end": 1038.29,
                    "word": ".",
                    "probability": 0.81494140625
                },
                {
                    "start": 1038.35,
                    "end": 1038.65,
                    "word": " So",
                    "probability": 0.8427734375
                },
                {
                    "start": 1038.65,
                    "end": 1038.99,
                    "word": " maybe",
                    "probability": 0.71826171875
                },
                {
                    "start": 1038.99,
                    "end": 1039.23,
                    "word": " you",
                    "probability": 0.8837890625
                },
                {
                    "start": 1039.23,
                    "end": 1039.35,
                    "word": " need",
                    "probability": 0.822265625
                },
                {
                    "start": 1039.35,
                    "end": 1039.51,
                    "word": " to",
                    "probability": 0.89794921875
                },
                {
                    "start": 1039.51,
                    "end": 1039.71,
                    "word": " tailor",
                    "probability": 0.75390625
                },
                {
                    "start": 1039.71,
                    "end": 1039.91,
                    "word": " it",
                    "probability": 0.8994140625
                },
                {
                    "start": 1039.91,
                    "end": 1040.11,
                    "word": " down",
                    "probability": 0.82470703125
                },
                {
                    "start": 1040.11,
                    "end": 1040.29,
                    "word": " to",
                    "probability": 0.89208984375
                },
                {
                    "start": 1040.29,
                    "end": 1040.55,
                    "word": " only",
                    "probability": 0.85546875
                },
                {
                    "start": 1040.55,
                    "end": 1040.83,
                    "word": " look",
                    "probability": 0.92041015625
                },
                {
                    "start": 1040.83,
                    "end": 1041.29,
                    "word": " for",
                    "probability": 0.90185546875
                },
                {
                    "start": 1041.29,
                    "end": 1041.99,
                    "word": " SSH",
                    "probability": 0.912109375
                },
                {
                    "start": 1041.99,
                    "end": 1042.53,
                    "word": " connections",
                    "probability": 0.833984375
                }
            ]
        },
        {
            "id": 161,
            "seek": 100497,
            "start": 1043.39,
            "end": 1049.19,
            "text": " or, you know, whatever makes sense for your environment specifically.",
            "tokens": [
                51218,
                420,
                11,
                291,
                458,
                11,
                2035,
                1669,
                2020,
                337,
                428,
                2823,
                4682,
                13,
                51564
            ],
            "temperature": 0.0,
            "avg_logprob": -0.26276881720430106,
            "compression_ratio": 1.6485355648535565,
            "no_speech_prob": 0.05108642578125,
            "words": [
                {
                    "start": 1043.39,
                    "end": 1043.69,
                    "word": " or",
                    "probability": 0.27685546875
                },
                {
                    "start": 1043.69,
                    "end": 1044.01,
                    "word": ",",
                    "probability": 0.3681640625
                },
                {
                    "start": 1044.01,
                    "end": 1044.85,
                    "word": " you",
                    "probability": 0.8759765625
                },
                {
                    "start": 1044.85,
                    "end": 1044.97,
                    "word": " know",
                    "probability": 0.81689453125
                },
                {
                    "start": 1044.97,
                    "end": 1045.09,
                    "word": ",",
                    "probability": 0.97802734375
                },
                {
                    "start": 1045.09,
                    "end": 1045.67,
                    "word": " whatever",
                    "probability": 0.83349609375
                },
                {
                    "start": 1045.67,
                    "end": 1046.05,
                    "word": " makes",
                    "probability": 0.70703125
                },
                {
                    "start": 1046.05,
                    "end": 1046.35,
                    "word": " sense",
                    "probability": 0.73486328125
                },
                {
                    "start": 1046.35,
                    "end": 1046.83,
                    "word": " for",
                    "probability": 0.89697265625
                },
                {
                    "start": 1046.83,
                    "end": 1047.31,
                    "word": " your",
                    "probability": 0.794921875
                },
                {
                    "start": 1047.31,
                    "end": 1047.93,
                    "word": " environment",
                    "probability": 0.75927734375
                },
                {
                    "start": 1047.93,
                    "end": 1048.59,
                    "word": " specifically",
                    "probability": 0.6708984375
                },
                {
                    "start": 1048.59,
                    "end": 1049.19,
                    "word": ".",
                    "probability": 0.9794921875
                }
            ]
        },
        {
            "id": 162,
            "seek": 100497,
            "start": 1050.11,
            "end": 1055.05,
            "text": " And then, the detections I showed were all very simple. They just looked for that",
            "tokens": [
                51564,
                400,
                550,
                11,
                264,
                5531,
                626,
                286,
                4712,
                645,
                439,
                588,
                2199,
                13,
                814,
                445,
                2956,
                337,
                300,
                51800
            ],
            "temperature": 0.0,
            "avg_logprob": -0.26276881720430106,
            "compression_ratio": 1.6485355648535565,
            "no_speech_prob": 0.05108642578125,
            "words": [
                {
                    "start": 1050.11,
                    "end": 1050.41,
                    "word": " And",
                    "probability": 0.8603515625
                },
                {
                    "start": 1050.41,
                    "end": 1050.65,
                    "word": " then",
                    "probability": 0.7236328125
                },
                {
                    "start": 1050.65,
                    "end": 1051.15,
                    "word": ",",
                    "probability": 0.255615234375
                },
                {
                    "start": 1051.15,
                    "end": 1051.85,
                    "word": " the",
                    "probability": 0.8154296875
                },
                {
                    "start": 1051.85,
                    "end": 1052.39,
                    "word": " detections",
                    "probability": 0.909423828125
                },
                {
                    "start": 1052.39,
                    "end": 1052.57,
                    "word": " I",
                    "probability": 0.994140625
                },
                {
                    "start": 1052.57,
                    "end": 1052.87,
                    "word": " showed",
                    "probability": 0.78076171875
                },
                {
                    "start": 1052.87,
                    "end": 1053.43,
                    "word": " were",
                    "probability": 0.71484375
                },
                {
                    "start": 1053.43,
                    "end": 1053.55,
                    "word": " all",
                    "probability": 0.89697265625
                },
                {
                    "start": 1053.55,
                    "end": 1053.77,
                    "word": " very",
                    "probability": 0.7255859375
                },
                {
                    "start": 1053.77,
                    "end": 1054.07,
                    "word": " simple",
                    "probability": 0.916015625
                },
                {
                    "start": 1054.07,
                    "end": 1054.19,
                    "word": ".",
                    "probability": 0.826171875
                },
                {
                    "start": 1054.19,
                    "end": 1054.27,
                    "word": " They",
                    "probability": 0.43310546875
                },
                {
                    "start": 1054.27,
                    "end": 1054.45,
                    "word": " just",
                    "probability": 0.88330078125
                },
                {
                    "start": 1054.45,
                    "end": 1054.75,
                    "word": " looked",
                    "probability": 0.68212890625
                },
                {
                    "start": 1054.75,
                    "end": 1054.87,
                    "word": " for",
                    "probability": 0.90087890625
                },
                {
                    "start": 1054.87,
                    "end": 1055.05,
                    "word": " that",
                    "probability": 0.8828125
                }
            ]
        },
        {
            "id": 163,
            "seek": 103469,
            "start": 1055.05,
            "end": 1061.31,
            "text": " connection and alerted. But that can be just the beginning of a bigger process.",
            "tokens": [
                50364,
                4984,
                293,
                9615,
                292,
                13,
                583,
                300,
                393,
                312,
                445,
                264,
                2863,
                295,
                257,
                3801,
                1399,
                13,
                50682
            ],
            "temperature": 0.0,
            "avg_logprob": -0.22093413593948527,
            "compression_ratio": 1.5967078189300412,
            "no_speech_prob": 0.04534912109375,
            "words": [
                {
                    "start": 1055.05,
                    "end": 1055.51,
                    "word": " connection",
                    "probability": 0.51708984375
                },
                {
                    "start": 1055.51,
                    "end": 1056.31,
                    "word": " and",
                    "probability": 0.74365234375
                },
                {
                    "start": 1056.31,
                    "end": 1056.89,
                    "word": " alerted",
                    "probability": 0.898681640625
                },
                {
                    "start": 1056.89,
                    "end": 1057.29,
                    "word": ".",
                    "probability": 0.61376953125
                },
                {
                    "start": 1057.29,
                    "end": 1057.59,
                    "word": " But",
                    "probability": 0.88525390625
                },
                {
                    "start": 1057.59,
                    "end": 1058.27,
                    "word": " that",
                    "probability": 0.830078125
                },
                {
                    "start": 1058.27,
                    "end": 1058.43,
                    "word": " can",
                    "probability": 0.88623046875
                },
                {
                    "start": 1058.43,
                    "end": 1058.57,
                    "word": " be",
                    "probability": 0.90283203125
                },
                {
                    "start": 1058.57,
                    "end": 1058.75,
                    "word": " just",
                    "probability": 0.88720703125
                },
                {
                    "start": 1058.75,
                    "end": 1058.93,
                    "word": " the",
                    "probability": 0.8134765625
                },
                {
                    "start": 1058.93,
                    "end": 1059.33,
                    "word": " beginning",
                    "probability": 0.80029296875
                },
                {
                    "start": 1059.33,
                    "end": 1059.69,
                    "word": " of",
                    "probability": 0.90625
                },
                {
                    "start": 1059.83,
                    "end": 1060.01,
                    "word": " a bigger",
                    "probability": 0.9111328125
                },
                {
                    "start": 1060.01,
                    "end": 1060.67,
                    "word": " process",
                    "probability": 0.8681640625
                },
                {
                    "start": 1060.67,
                    "end": 1061.31,
                    "word": ".",
                    "probability": 0.9912109375
                }
            ]
        },
        {
            "id": 164,
            "seek": 103469,
            "start": 1061.31,
            "end": 1067.57,
            "text": " Imagine with Zeek, instead of raising a notice, if we correlated that with other",
            "tokens": [
                50682,
                11739,
                365,
                4853,
                916,
                11,
                2602,
                295,
                11225,
                257,
                3449,
                11,
                498,
                321,
                38574,
                300,
                365,
                661,
                50990
            ],
            "temperature": 0.0,
            "avg_logprob": -0.22093413593948527,
            "compression_ratio": 1.5967078189300412,
            "no_speech_prob": 0.04534912109375,
            "words": [
                {
                    "start": 1061.31,
                    "end": 1061.77,
                    "word": " Imagine",
                    "probability": 0.8408203125
                },
                {
                    "start": 1061.77,
                    "end": 1062.07,
                    "word": " with",
                    "probability": 0.7763671875
                },
                {
                    "start": 1062.07,
                    "end": 1062.43,
                    "word": " Zeek",
                    "probability": 0.635498046875
                },
                {
                    "start": 1062.43,
                    "end": 1062.53,
                    "word": ",",
                    "probability": 0.56005859375
                },
                {
                    "start": 1062.53,
                    "end": 1062.87,
                    "word": " instead",
                    "probability": 0.85546875
                },
                {
                    "start": 1062.87,
                    "end": 1063.11,
                    "word": " of",
                    "probability": 0.90673828125
                },
                {
                    "start": 1063.11,
                    "end": 1063.37,
                    "word": " raising",
                    "probability": 0.7783203125
                },
                {
                    "start": 1063.59,
                    "end": 1064.01,
                    "word": " a notice",
                    "probability": 0.8271484375
                },
                {
                    "start": 1064.01,
                    "end": 1064.61,
                    "word": ",",
                    "probability": 0.89697265625
                },
                {
                    "start": 1064.61,
                    "end": 1064.93,
                    "word": " if",
                    "probability": 0.89453125
                },
                {
                    "start": 1064.93,
                    "end": 1065.69,
                    "word": " we",
                    "probability": 0.90576171875
                },
                {
                    "start": 1065.69,
                    "end": 1066.29,
                    "word": " correlated",
                    "probability": 0.75390625
                },
                {
                    "start": 1066.29,
                    "end": 1066.73,
                    "word": " that",
                    "probability": 0.8837890625
                },
                {
                    "start": 1066.73,
                    "end": 1067.11,
                    "word": " with",
                    "probability": 0.81689453125
                },
                {
                    "start": 1067.11,
                    "end": 1067.57,
                    "word": " other",
                    "probability": 0.7978515625
                }
            ]
        },
        {
            "id": 165,
            "seek": 103469,
            "start": 1067.57,
            "end": 1072.73,
            "text": " suspicious traffic that we'd seen, maybe some data exfiltration traffic,",
            "tokens": [
                50990,
                17931,
                6419,
                300,
                321,
                1116,
                1612,
                11,
                1310,
                512,
                1412,
                454,
                69,
                2352,
                2405,
                6419,
                11,
                51252
            ],
            "temperature": 0.0,
            "avg_logprob": -0.22093413593948527,
            "compression_ratio": 1.5967078189300412,
            "no_speech_prob": 0.04534912109375,
            "words": [
                {
                    "start": 1067.57,
                    "end": 1068.09,
                    "word": " suspicious",
                    "probability": 0.716796875
                },
                {
                    "start": 1068.09,
                    "end": 1068.63,
                    "word": " traffic",
                    "probability": 0.83154296875
                },
                {
                    "start": 1068.63,
                    "end": 1068.87,
                    "word": " that",
                    "probability": 0.876953125
                },
                {
                    "start": 1068.87,
                    "end": 1069.07,
                    "word": " we'd",
                    "probability": 0.90380859375
                },
                {
                    "start": 1069.07,
                    "end": 1069.39,
                    "word": " seen",
                    "probability": 0.86669921875
                },
                {
                    "start": 1069.39,
                    "end": 1070.05,
                    "word": ",",
                    "probability": 0.75048828125
                },
                {
                    "start": 1070.05,
                    "end": 1070.53,
                    "word": " maybe",
                    "probability": 0.853515625
                },
                {
                    "start": 1070.53,
                    "end": 1070.85,
                    "word": " some",
                    "probability": 0.82568359375
                },
                {
                    "start": 1070.85,
                    "end": 1071.11,
                    "word": " data",
                    "probability": 0.80859375
                },
                {
                    "start": 1071.11,
                    "end": 1071.79,
                    "word": " exfiltration",
                    "probability": 0.955078125
                },
                {
                    "start": 1071.79,
                    "end": 1072.27,
                    "word": " traffic",
                    "probability": 0.81591796875
                },
                {
                    "start": 1072.27,
                    "end": 1072.73,
                    "word": ",",
                    "probability": 0.689453125
                }
            ]
        },
        {
            "id": 166,
            "seek": 103469,
            "start": 1072.73,
            "end": 1078.69,
            "text": " and then we could automatically provide analysts with, here's the map of the",
            "tokens": [
                51252,
                293,
                550,
                321,
                727,
                6772,
                2893,
                31388,
                365,
                11,
                510,
                311,
                264,
                4471,
                295,
                264,
                51544
            ],
            "temperature": 0.0,
            "avg_logprob": -0.22093413593948527,
            "compression_ratio": 1.5967078189300412,
            "no_speech_prob": 0.04534912109375,
            "words": [
                {
                    "start": 1072.73,
                    "end": 1072.97,
                    "word": " and",
                    "probability": 0.88427734375
                },
                {
                    "start": 1072.97,
                    "end": 1073.11,
                    "word": " then",
                    "probability": 0.7294921875
                },
                {
                    "start": 1073.11,
                    "end": 1073.29,
                    "word": " we",
                    "probability": 0.89697265625
                },
                {
                    "start": 1073.29,
                    "end": 1073.47,
                    "word": " could",
                    "probability": 0.806640625
                },
                {
                    "start": 1073.47,
                    "end": 1074.13,
                    "word": " automatically",
                    "probability": 0.818359375
                },
                {
                    "start": 1074.13,
                    "end": 1074.91,
                    "word": " provide",
                    "probability": 0.8974609375
                },
                {
                    "start": 1074.91,
                    "end": 1075.59,
                    "word": " analysts",
                    "probability": 0.68115234375
                },
                {
                    "start": 1075.59,
                    "end": 1076.43,
                    "word": " with",
                    "probability": 0.798828125
                },
                {
                    "start": 1076.43,
                    "end": 1077.07,
                    "word": ",",
                    "probability": 0.47509765625
                },
                {
                    "start": 1077.07,
                    "end": 1077.29,
                    "word": " here's",
                    "probability": 0.750244140625
                },
                {
                    "start": 1077.29,
                    "end": 1077.47,
                    "word": " the",
                    "probability": 0.8203125
                },
                {
                    "start": 1077.47,
                    "end": 1077.83,
                    "word": " map",
                    "probability": 0.8330078125
                },
                {
                    "start": 1077.83,
                    "end": 1078.39,
                    "word": " of",
                    "probability": 0.90380859375
                },
                {
                    "start": 1078.39,
                    "end": 1078.69,
                    "word": " the",
                    "probability": 0.81396484375
                }
            ]
        },
        {
            "id": 167,
            "seek": 103469,
            "start": 1078.69,
            "end": 1084.77,
            "text": " attacker's path through the network. Starting to add some of those higher-end",
            "tokens": [
                51544,
                35871,
                311,
                3100,
                807,
                264,
                3209,
                13,
                16217,
                281,
                909,
                512,
                295,
                729,
                2946,
                12,
                521,
                51850
            ],
            "temperature": 0.0,
            "avg_logprob": -0.22093413593948527,
            "compression_ratio": 1.5967078189300412,
            "no_speech_prob": 0.04534912109375,
            "words": [
                {
                    "start": 1078.69,
                    "end": 1079.31,
                    "word": " attacker's",
                    "probability": 0.80615234375
                },
                {
                    "start": 1079.31,
                    "end": 1079.65,
                    "word": " path",
                    "probability": 0.88671875
                },
                {
                    "start": 1079.65,
                    "end": 1079.95,
                    "word": " through",
                    "probability": 0.79541015625
                },
                {
                    "start": 1079.95,
                    "end": 1080.17,
                    "word": " the",
                    "probability": 0.81396484375
                },
                {
                    "start": 1080.17,
                    "end": 1080.61,
                    "word": " network",
                    "probability": 0.83642578125
                },
                {
                    "start": 1080.61,
                    "end": 1081.33,
                    "word": ".",
                    "probability": 0.83447265625
                },
                {
                    "start": 1082.01,
                    "end": 1082.73,
                    "word": " Starting",
                    "probability": 0.86279296875
                },
                {
                    "start": 1082.73,
                    "end": 1082.93,
                    "word": " to",
                    "probability": 0.9072265625
                },
                {
                    "start": 1082.93,
                    "end": 1083.13,
                    "word": " add",
                    "probability": 0.8115234375
                },
                {
                    "start": 1083.13,
                    "end": 1083.29,
                    "word": " some",
                    "probability": 0.81005859375
                },
                {
                    "start": 1083.29,
                    "end": 1083.41,
                    "word": " of",
                    "probability": 0.9033203125
                },
                {
                    "start": 1083.41,
                    "end": 1083.63,
                    "word": " those",
                    "probability": 0.84228515625
                },
                {
                    "start": 1083.63,
                    "end": 1084.57,
                    "word": " higher",
                    "probability": 0.802734375
                },
                {
                    "start": 1084.57,
                    "end": 1084.77,
                    "word": "-end",
                    "probability": 0.625
                }
            ]
        },
        {
            "id": 168,
            "seek": 106081,
            "start": 1084.77,
            "end": 1091.31,
            "text": " capabilities really makes this powerful. And finally, I wanted to leave you with",
            "tokens": [
                50364,
                10862,
                534,
                1669,
                341,
                4005,
                13,
                400,
                2721,
                11,
                286,
                1415,
                281,
                1856,
                291,
                365,
                50688
            ],
            "temperature": 0.0,
            "avg_logprob": -0.2570833436648051,
            "compression_ratio": 1.5980392156862746,
            "no_speech_prob": 0.01363372802734375,
            "words": [
                {
                    "start": 1084.77,
                    "end": 1085.45,
                    "word": " capabilities",
                    "probability": 0.67822265625
                },
                {
                    "start": 1085.45,
                    "end": 1086.19,
                    "word": " really",
                    "probability": 0.7197265625
                },
                {
                    "start": 1086.19,
                    "end": 1086.53,
                    "word": " makes",
                    "probability": 0.7216796875
                },
                {
                    "start": 1086.53,
                    "end": 1086.73,
                    "word": " this",
                    "probability": 0.87646484375
                },
                {
                    "start": 1086.73,
                    "end": 1087.19,
                    "word": " powerful",
                    "probability": 0.8359375
                },
                {
                    "start": 1087.19,
                    "end": 1087.83,
                    "word": ".",
                    "probability": 0.9443359375
                },
                {
                    "start": 1089.33,
                    "end": 1089.97,
                    "word": " And",
                    "probability": 0.74267578125
                },
                {
                    "start": 1089.97,
                    "end": 1090.29,
                    "word": " finally",
                    "probability": 0.548828125
                },
                {
                    "start": 1090.29,
                    "end": 1090.41,
                    "word": ",",
                    "probability": 0.7724609375
                },
                {
                    "start": 1090.41,
                    "end": 1090.47,
                    "word": " I",
                    "probability": 0.99609375
                },
                {
                    "start": 1090.47,
                    "end": 1090.63,
                    "word": " wanted",
                    "probability": 0.79150390625
                },
                {
                    "start": 1090.63,
                    "end": 1090.79,
                    "word": " to",
                    "probability": 0.90625
                },
                {
                    "start": 1090.79,
                    "end": 1090.99,
                    "word": " leave",
                    "probability": 0.912109375
                },
                {
                    "start": 1090.99,
                    "end": 1091.11,
                    "word": " you",
                    "probability": 0.89501953125
                },
                {
                    "start": 1091.11,
                    "end": 1091.31,
                    "word": " with",
                    "probability": 0.8212890625
                }
            ]
        },
        {
            "id": 169,
            "seek": 106081,
            "start": 1091.31,
            "end": 1095.67,
            "text": " some lessons learned from this project. And there are two that really jumped out",
            "tokens": [
                50688,
                512,
                8820,
                3264,
                490,
                341,
                1716,
                13,
                400,
                456,
                366,
                732,
                300,
                534,
                13864,
                484,
                50906
            ],
            "temperature": 0.0,
            "avg_logprob": -0.2570833436648051,
            "compression_ratio": 1.5980392156862746,
            "no_speech_prob": 0.01363372802734375,
            "words": [
                {
                    "start": 1091.31,
                    "end": 1091.53,
                    "word": " some",
                    "probability": 0.82470703125
                },
                {
                    "start": 1091.53,
                    "end": 1091.89,
                    "word": " lessons",
                    "probability": 0.91259765625
                },
                {
                    "start": 1091.89,
                    "end": 1092.43,
                    "word": " learned",
                    "probability": 0.853515625
                },
                {
                    "start": 1092.43,
                    "end": 1092.75,
                    "word": " from",
                    "probability": 0.81982421875
                },
                {
                    "start": 1092.75,
                    "end": 1092.99,
                    "word": " this",
                    "probability": 0.884765625
                },
                {
                    "start": 1092.99,
                    "end": 1093.47,
                    "word": " project",
                    "probability": 0.83349609375
                },
                {
                    "start": 1093.47,
                    "end": 1093.99,
                    "word": ".",
                    "probability": 0.62255859375
                },
                {
                    "start": 1093.99,
                    "end": 1094.29,
                    "word": " And",
                    "probability": 0.7822265625
                },
                {
                    "start": 1094.29,
                    "end": 1094.45,
                    "word": " there",
                    "probability": 0.8515625
                },
                {
                    "start": 1094.45,
                    "end": 1094.59,
                    "word": " are",
                    "probability": 0.876953125
                },
                {
                    "start": 1094.59,
                    "end": 1094.75,
                    "word": " two",
                    "probability": 0.81982421875
                },
                {
                    "start": 1094.75,
                    "end": 1094.95,
                    "word": " that",
                    "probability": 0.87890625
                },
                {
                    "start": 1094.95,
                    "end": 1095.19,
                    "word": " really",
                    "probability": 0.75634765625
                },
                {
                    "start": 1095.19,
                    "end": 1095.45,
                    "word": " jumped",
                    "probability": 0.75390625
                },
                {
                    "start": 1095.45,
                    "end": 1095.67,
                    "word": " out",
                    "probability": 0.8203125
                }
            ]
        },
        {
            "id": 170,
            "seek": 106081,
            "start": 1095.67,
            "end": 1103.83,
            "text": " at me. The first is know your network. And this is not just know your networking,",
            "tokens": [
                50906,
                412,
                385,
                13,
                440,
                700,
                307,
                458,
                428,
                3209,
                13,
                400,
                341,
                307,
                406,
                445,
                458,
                428,
                17985,
                11,
                51294
            ],
            "temperature": 0.0,
            "avg_logprob": -0.2570833436648051,
            "compression_ratio": 1.5980392156862746,
            "no_speech_prob": 0.01363372802734375,
            "words": [
                {
                    "start": 1095.67,
                    "end": 1095.79,
                    "word": " at",
                    "probability": 0.90478515625
                },
                {
                    "start": 1095.79,
                    "end": 1095.97,
                    "word": " me",
                    "probability": 0.8984375
                },
                {
                    "start": 1095.97,
                    "end": 1096.61,
                    "word": ".",
                    "probability": 0.98974609375
                },
                {
                    "start": 1096.89,
                    "end": 1097.47,
                    "word": " The",
                    "probability": 0.8173828125
                },
                {
                    "start": 1097.47,
                    "end": 1097.85,
                    "word": " first",
                    "probability": 0.814453125
                },
                {
                    "start": 1097.85,
                    "end": 1098.49,
                    "word": " is",
                    "probability": 0.89990234375
                },
                {
                    "start": 1098.49,
                    "end": 1099.17,
                    "word": " know",
                    "probability": 0.57568359375
                },
                {
                    "start": 1099.17,
                    "end": 1099.37,
                    "word": " your",
                    "probability": 0.8046875
                },
                {
                    "start": 1099.37,
                    "end": 1099.79,
                    "word": " network",
                    "probability": 0.82177734375
                },
                {
                    "start": 1099.79,
                    "end": 1100.43,
                    "word": ".",
                    "probability": 0.830078125
                },
                {
                    "start": 1100.89,
                    "end": 1101.17,
                    "word": " And",
                    "probability": 0.849609375
                },
                {
                    "start": 1101.17,
                    "end": 1101.59,
                    "word": " this",
                    "probability": 0.88134765625
                },
                {
                    "start": 1101.59,
                    "end": 1101.69,
                    "word": " is",
                    "probability": 0.90576171875
                },
                {
                    "start": 1101.69,
                    "end": 1101.85,
                    "word": " not",
                    "probability": 0.89599609375
                },
                {
                    "start": 1101.85,
                    "end": 1102.17,
                    "word": " just",
                    "probability": 0.892578125
                },
                {
                    "start": 1102.17,
                    "end": 1102.69,
                    "word": " know",
                    "probability": 0.71240234375
                },
                {
                    "start": 1102.69,
                    "end": 1102.85,
                    "word": " your",
                    "probability": 0.7529296875
                },
                {
                    "start": 1102.85,
                    "end": 1103.25,
                    "word": " networking",
                    "probability": 0.72314453125
                },
                {
                    "start": 1103.25,
                    "end": 1103.83,
                    "word": ",",
                    "probability": 0.392822265625
                }
            ]
        },
        {
            "id": 171,
            "seek": 106081,
            "start": 1103.83,
            "end": 1110.89,
            "text": " it is know your specific network. Justin Henderson and Mick Douglas, who teach the",
            "tokens": [
                51294,
                309,
                307,
                458,
                428,
                2685,
                3209,
                13,
                11320,
                45013,
                293,
                42538,
                23010,
                11,
                567,
                2924,
                264,
                51664
            ],
            "temperature": 0.0,
            "avg_logprob": -0.2570833436648051,
            "compression_ratio": 1.5980392156862746,
            "no_speech_prob": 0.01363372802734375,
            "words": [
                {
                    "start": 1103.83,
                    "end": 1104.33,
                    "word": " it",
                    "probability": 0.892578125
                },
                {
                    "start": 1104.33,
                    "end": 1104.47,
                    "word": " is",
                    "probability": 0.89892578125
                },
                {
                    "start": 1104.47,
                    "end": 1104.67,
                    "word": " know",
                    "probability": 0.791015625
                },
                {
                    "start": 1104.67,
                    "end": 1104.99,
                    "word": " your",
                    "probability": 0.81103515625
                },
                {
                    "start": 1104.99,
                    "end": 1105.45,
                    "word": " specific",
                    "probability": 0.79931640625
                },
                {
                    "start": 1105.45,
                    "end": 1105.91,
                    "word": " network",
                    "probability": 0.830078125
                },
                {
                    "start": 1105.91,
                    "end": 1106.55,
                    "word": ".",
                    "probability": 0.990234375
                },
                {
                    "start": 1108.05,
                    "end": 1108.43,
                    "word": " Justin",
                    "probability": 0.7099609375
                },
                {
                    "start": 1108.43,
                    "end": 1108.77,
                    "word": " Henderson",
                    "probability": 0.71875
                },
                {
                    "start": 1108.77,
                    "end": 1109.19,
                    "word": " and",
                    "probability": 0.87890625
                },
                {
                    "start": 1109.19,
                    "end": 1109.43,
                    "word": " Mick",
                    "probability": 0.73876953125
                },
                {
                    "start": 1109.43,
                    "end": 1109.77,
                    "word": " Douglas",
                    "probability": 0.83642578125
                },
                {
                    "start": 1109.77,
                    "end": 1109.99,
                    "word": ",",
                    "probability": 0.634765625
                },
                {
                    "start": 1109.99,
                    "end": 1110.09,
                    "word": " who",
                    "probability": 0.8173828125
                },
                {
                    "start": 1110.09,
                    "end": 1110.51,
                    "word": " teach",
                    "probability": 0.8603515625
                },
                {
                    "start": 1110.51,
                    "end": 1110.89,
                    "word": " the",
                    "probability": 0.80908203125
                }
            ]
        },
        {
            "id": 172,
            "seek": 108975,
            "start": 1110.89,
            "end": 1116.15,
            "text": " Tactical SIEM class for SANS, really nailed this, and I learned this from them.",
            "tokens": [
                50364,
                47111,
                804,
                318,
                6550,
                44,
                1508,
                337,
                318,
                25711,
                11,
                534,
                30790,
                341,
                11,
                293,
                286,
                3264,
                341,
                490,
                552,
                13,
                50622
            ],
            "temperature": 0.0,
            "avg_logprob": -0.27234374105930326,
            "compression_ratio": 1.5617529880478087,
            "no_speech_prob": 0.307373046875,
            "words": [
                {
                    "start": 1110.89,
                    "end": 1111.39,
                    "word": " Tactical",
                    "probability": 0.6370849609375
                },
                {
                    "start": 1111.39,
                    "end": 1111.67,
                    "word": " SIEM",
                    "probability": 0.6041259765625
                },
                {
                    "start": 1111.67,
                    "end": 1112.09,
                    "word": " class",
                    "probability": 0.732421875
                },
                {
                    "start": 1112.09,
                    "end": 1112.29,
                    "word": " for",
                    "probability": 0.8759765625
                },
                {
                    "start": 1112.29,
                    "end": 1112.71,
                    "word": " SANS",
                    "probability": 0.5802001953125
                },
                {
                    "start": 1112.71,
                    "end": 1113.17,
                    "word": ",",
                    "probability": 0.10577392578125
                },
                {
                    "start": 1113.17,
                    "end": 1113.75,
                    "word": " really",
                    "probability": 0.7626953125
                },
                {
                    "start": 1113.75,
                    "end": 1114.47,
                    "word": " nailed",
                    "probability": 0.7197265625
                },
                {
                    "start": 1114.47,
                    "end": 1114.79,
                    "word": " this",
                    "probability": 0.876953125
                },
                {
                    "start": 1114.79,
                    "end": 1114.93,
                    "word": ",",
                    "probability": 0.2401123046875
                },
                {
                    "start": 1114.93,
                    "end": 1114.97,
                    "word": " and",
                    "probability": 0.8798828125
                },
                {
                    "start": 1114.97,
                    "end": 1115.11,
                    "word": " I",
                    "probability": 0.98828125
                },
                {
                    "start": 1115.11,
                    "end": 1115.35,
                    "word": " learned",
                    "probability": 0.83349609375
                },
                {
                    "start": 1115.35,
                    "end": 1115.57,
                    "word": " this",
                    "probability": 0.8720703125
                },
                {
                    "start": 1115.57,
                    "end": 1115.79,
                    "word": " from",
                    "probability": 0.81494140625
                },
                {
                    "start": 1115.79,
                    "end": 1116.01,
                    "word": " them",
                    "probability": 0.7392578125
                },
                {
                    "start": 1116.01,
                    "end": 1116.15,
                    "word": ".",
                    "probability": 0.429931640625
                }
            ]
        },
        {
            "id": 173,
            "seek": 108975,
            "start": 1116.15,
            "end": 1121.51,
            "text": " So, huge shout-out to them. Knowing the specifics of your network lets you do",
            "tokens": [
                50622,
                407,
                11,
                2603,
                8043,
                12,
                346,
                281,
                552,
                13,
                25499,
                264,
                28454,
                295,
                428,
                3209,
                6653,
                291,
                360,
                50904
            ],
            "temperature": 0.0,
            "avg_logprob": -0.27234374105930326,
            "compression_ratio": 1.5617529880478087,
            "no_speech_prob": 0.307373046875,
            "words": [
                {
                    "start": 1116.15,
                    "end": 1116.29,
                    "word": " So",
                    "probability": 0.88525390625
                },
                {
                    "start": 1116.29,
                    "end": 1116.43,
                    "word": ",",
                    "probability": 0.2763671875
                },
                {
                    "start": 1116.43,
                    "end": 1116.65,
                    "word": " huge",
                    "probability": 0.67822265625
                },
                {
                    "start": 1116.65,
                    "end": 1116.91,
                    "word": " shout",
                    "probability": 0.8076171875
                },
                {
                    "start": 1116.91,
                    "end": 1117.03,
                    "word": "-out",
                    "probability": 0.56378173828125
                },
                {
                    "start": 1117.03,
                    "end": 1117.19,
                    "word": " to",
                    "probability": 0.90234375
                },
                {
                    "start": 1117.19,
                    "end": 1117.45,
                    "word": " them",
                    "probability": 0.72900390625
                },
                {
                    "start": 1117.45,
                    "end": 1118.01,
                    "word": ".",
                    "probability": 0.82275390625
                },
                {
                    "start": 1118.89,
                    "end": 1119.21,
                    "word": " Knowing",
                    "probability": 0.69384765625
                },
                {
                    "start": 1119.21,
                    "end": 1119.71,
                    "word": " the",
                    "probability": 0.8115234375
                },
                {
                    "start": 1119.71,
                    "end": 1120.13,
                    "word": " specifics",
                    "probability": 0.720703125
                },
                {
                    "start": 1120.13,
                    "end": 1120.37,
                    "word": " of",
                    "probability": 0.90087890625
                },
                {
                    "start": 1120.37,
                    "end": 1120.51,
                    "word": " your",
                    "probability": 0.806640625
                },
                {
                    "start": 1120.51,
                    "end": 1120.85,
                    "word": " network",
                    "probability": 0.8232421875
                },
                {
                    "start": 1120.85,
                    "end": 1121.15,
                    "word": " lets",
                    "probability": 0.748046875
                },
                {
                    "start": 1121.15,
                    "end": 1121.31,
                    "word": " you",
                    "probability": 0.89892578125
                },
                {
                    "start": 1121.31,
                    "end": 1121.51,
                    "word": " do",
                    "probability": 0.90966796875
                }
            ]
        },
        {
            "id": 174,
            "seek": 108975,
            "start": 1121.51,
            "end": 1127.09,
            "text": " really cool things in monitoring it. Things that aren't possible in generic",
            "tokens": [
                50904,
                534,
                1627,
                721,
                294,
                11028,
                309,
                13,
                9514,
                300,
                3212,
                380,
                1944,
                294,
                19577,
                51178
            ],
            "temperature": 0.0,
            "avg_logprob": -0.27234374105930326,
            "compression_ratio": 1.5617529880478087,
            "no_speech_prob": 0.307373046875,
            "words": [
                {
                    "start": 1121.51,
                    "end": 1121.97,
                    "word": " really",
                    "probability": 0.7802734375
                },
                {
                    "start": 1121.97,
                    "end": 1122.39,
                    "word": " cool",
                    "probability": 0.8720703125
                },
                {
                    "start": 1122.39,
                    "end": 1122.91,
                    "word": " things",
                    "probability": 0.740234375
                },
                {
                    "start": 1122.91,
                    "end": 1123.19,
                    "word": " in",
                    "probability": 0.90576171875
                },
                {
                    "start": 1123.19,
                    "end": 1123.71,
                    "word": " monitoring",
                    "probability": 0.8076171875
                },
                {
                    "start": 1123.71,
                    "end": 1124.03,
                    "word": " it",
                    "probability": 0.81396484375
                },
                {
                    "start": 1124.03,
                    "end": 1124.59,
                    "word": ".",
                    "probability": 0.7958984375
                },
                {
                    "start": 1124.73,
                    "end": 1125.29,
                    "word": " Things",
                    "probability": 0.71240234375
                },
                {
                    "start": 1125.29,
                    "end": 1125.53,
                    "word": " that",
                    "probability": 0.8837890625
                },
                {
                    "start": 1125.53,
                    "end": 1125.77,
                    "word": " aren't",
                    "probability": 0.900634765625
                },
                {
                    "start": 1125.77,
                    "end": 1126.23,
                    "word": " possible",
                    "probability": 0.8544921875
                },
                {
                    "start": 1126.23,
                    "end": 1126.67,
                    "word": " in",
                    "probability": 0.9033203125
                },
                {
                    "start": 1126.67,
                    "end": 1127.09,
                    "word": " generic",
                    "probability": 0.86767578125
                }
            ]
        },
        {
            "id": 175,
            "seek": 108975,
            "start": 1127.09,
            "end": 1134.39,
            "text": " networks, such as the detection we talked about today. And then, secondly,",
            "tokens": [
                51178,
                9590,
                11,
                1270,
                382,
                264,
                17784,
                321,
                2825,
                466,
                965,
                13,
                400,
                550,
                11,
                26246,
                11,
                51544
            ],
            "temperature": 0.0,
            "avg_logprob": -0.27234374105930326,
            "compression_ratio": 1.5617529880478087,
            "no_speech_prob": 0.307373046875,
            "words": [
                {
                    "start": 1127.09,
                    "end": 1127.57,
                    "word": " networks",
                    "probability": 0.65234375
                },
                {
                    "start": 1127.57,
                    "end": 1127.97,
                    "word": ",",
                    "probability": 0.685546875
                },
                {
                    "start": 1127.97,
                    "end": 1128.21,
                    "word": " such",
                    "probability": 0.87060546875
                },
                {
                    "start": 1128.21,
                    "end": 1128.39,
                    "word": " as",
                    "probability": 0.89990234375
                },
                {
                    "start": 1128.39,
                    "end": 1128.51,
                    "word": " the",
                    "probability": 0.79638671875
                },
                {
                    "start": 1128.51,
                    "end": 1129.65,
                    "word": " detection",
                    "probability": 0.79296875
                },
                {
                    "start": 1129.65,
                    "end": 1130.11,
                    "word": " we",
                    "probability": 0.8876953125
                },
                {
                    "start": 1130.11,
                    "end": 1130.35,
                    "word": " talked",
                    "probability": 0.75146484375
                },
                {
                    "start": 1130.35,
                    "end": 1130.57,
                    "word": " about",
                    "probability": 0.82470703125
                },
                {
                    "start": 1130.57,
                    "end": 1130.91,
                    "word": " today",
                    "probability": 0.7998046875
                },
                {
                    "start": 1130.91,
                    "end": 1131.47,
                    "word": ".",
                    "probability": 0.9873046875
                },
                {
                    "start": 1132.67,
                    "end": 1133.23,
                    "word": " And",
                    "probability": 0.77978515625
                },
                {
                    "start": 1133.23,
                    "end": 1133.47,
                    "word": " then",
                    "probability": 0.73486328125
                },
                {
                    "start": 1133.47,
                    "end": 1133.75,
                    "word": ",",
                    "probability": 0.59521484375
                },
                {
                    "start": 1133.75,
                    "end": 1134.09,
                    "word": " secondly",
                    "probability": 0.75341796875
                },
                {
                    "start": 1134.09,
                    "end": 1134.39,
                    "word": ",",
                    "probability": 0.97705078125
                }
            ]
        },
        {
            "id": 176,
            "seek": 108975,
            "start": 1134.39,
            "end": 1139.83,
            "text": " don't be afraid to look for stupid, simple things. All we were looking at today was",
            "tokens": [
                51544,
                500,
                380,
                312,
                4638,
                281,
                574,
                337,
                6631,
                11,
                2199,
                721,
                13,
                1057,
                321,
                645,
                1237,
                412,
                965,
                390,
                51822
            ],
            "temperature": 0.0,
            "avg_logprob": -0.27234374105930326,
            "compression_ratio": 1.5617529880478087,
            "no_speech_prob": 0.307373046875,
            "words": [
                {
                    "start": 1134.39,
                    "end": 1134.69,
                    "word": " don't",
                    "probability": 0.953125
                },
                {
                    "start": 1134.69,
                    "end": 1134.85,
                    "word": " be",
                    "probability": 0.904296875
                },
                {
                    "start": 1134.85,
                    "end": 1135.11,
                    "word": " afraid",
                    "probability": 0.92431640625
                },
                {
                    "start": 1135.11,
                    "end": 1135.29,
                    "word": " to",
                    "probability": 0.90625
                },
                {
                    "start": 1135.29,
                    "end": 1135.41,
                    "word": " look",
                    "probability": 0.9228515625
                },
                {
                    "start": 1135.41,
                    "end": 1135.65,
                    "word": " for",
                    "probability": 0.8955078125
                },
                {
                    "start": 1135.65,
                    "end": 1136.25,
                    "word": " stupid",
                    "probability": 0.8720703125
                },
                {
                    "start": 1136.25,
                    "end": 1136.47,
                    "word": ",",
                    "probability": 0.473876953125
                },
                {
                    "start": 1136.47,
                    "end": 1136.69,
                    "word": " simple",
                    "probability": 0.90576171875
                },
                {
                    "start": 1136.69,
                    "end": 1137.21,
                    "word": " things",
                    "probability": 0.73779296875
                },
                {
                    "start": 1137.21,
                    "end": 1137.77,
                    "word": ".",
                    "probability": 0.96630859375
                },
                {
                    "start": 1137.77,
                    "end": 1138.23,
                    "word": " All",
                    "probability": 0.90771484375
                },
                {
                    "start": 1138.23,
                    "end": 1138.35,
                    "word": " we",
                    "probability": 0.89990234375
                },
                {
                    "start": 1138.35,
                    "end": 1138.49,
                    "word": " were",
                    "probability": 0.8505859375
                },
                {
                    "start": 1138.49,
                    "end": 1138.71,
                    "word": " looking",
                    "probability": 0.81103515625
                },
                {
                    "start": 1138.71,
                    "end": 1138.95,
                    "word": " at",
                    "probability": 0.90234375
                },
                {
                    "start": 1138.95,
                    "end": 1139.33,
                    "word": " today",
                    "probability": 0.78271484375
                },
                {
                    "start": 1139.33,
                    "end": 1139.83,
                    "word": " was",
                    "probability": 0.8818359375
                }
            ]
        },
        {
            "id": 177,
            "seek": 111823,
            "start": 1139.83,
            "end": 1146.09,
            "text": " the presence of a connection. Tying together these two lessons learned is",
            "tokens": [
                50372,
                264,
                6814,
                295,
                257,
                4984,
                13,
                314,
                1840,
                1214,
                613,
                732,
                8820,
                3264,
                307,
                50680
            ],
            "temperature": 0.0,
            "avg_logprob": -0.26652298302486027,
            "compression_ratio": 1.6607142857142858,
            "no_speech_prob": 0.0206451416015625,
            "words": [
                {
                    "start": 1139.83,
                    "end": 1140.15,
                    "word": " the",
                    "probability": 0.5048828125
                },
                {
                    "start": 1140.15,
                    "end": 1140.63,
                    "word": " presence",
                    "probability": 0.8623046875
                },
                {
                    "start": 1140.63,
                    "end": 1140.81,
                    "word": " of",
                    "probability": 0.9091796875
                },
                {
                    "start": 1140.93,
                    "end": 1141.39,
                    "word": " a connection",
                    "probability": 0.732421875
                },
                {
                    "start": 1141.39,
                    "end": 1142.03,
                    "word": ".",
                    "probability": 0.8994140625
                },
                {
                    "start": 1143.51,
                    "end": 1143.95,
                    "word": " Tying",
                    "probability": 0.925048828125
                },
                {
                    "start": 1143.95,
                    "end": 1144.31,
                    "word": " together",
                    "probability": 0.75146484375
                },
                {
                    "start": 1144.31,
                    "end": 1144.57,
                    "word": " these",
                    "probability": 0.71533203125
                },
                {
                    "start": 1144.57,
                    "end": 1144.83,
                    "word": " two",
                    "probability": 0.81884765625
                },
                {
                    "start": 1144.83,
                    "end": 1145.19,
                    "word": " lessons",
                    "probability": 0.91455078125
                },
                {
                    "start": 1145.19,
                    "end": 1145.65,
                    "word": " learned",
                    "probability": 0.8310546875
                },
                {
                    "start": 1145.65,
                    "end": 1146.09,
                    "word": " is",
                    "probability": 0.849609375
                }
            ]
        },
        {
            "id": 178,
            "seek": 111823,
            "start": 1146.09,
            "end": 1151.67,
            "text": " really this whole project, is looking for something simple like the presence of a",
            "tokens": [
                50680,
                534,
                341,
                1379,
                1716,
                11,
                307,
                1237,
                337,
                746,
                2199,
                411,
                264,
                6814,
                295,
                257,
                50936
            ],
            "temperature": 0.0,
            "avg_logprob": -0.26652298302486027,
            "compression_ratio": 1.6607142857142858,
            "no_speech_prob": 0.0206451416015625,
            "words": [
                {
                    "start": 1146.09,
                    "end": 1146.57,
                    "word": " really",
                    "probability": 0.71533203125
                },
                {
                    "start": 1146.57,
                    "end": 1146.87,
                    "word": " this",
                    "probability": 0.84521484375
                },
                {
                    "start": 1146.87,
                    "end": 1147.49,
                    "word": " whole",
                    "probability": 0.80810546875
                },
                {
                    "start": 1147.49,
                    "end": 1147.99,
                    "word": " project",
                    "probability": 0.83984375
                },
                {
                    "start": 1147.99,
                    "end": 1148.73,
                    "word": ",",
                    "probability": 0.386962890625
                },
                {
                    "start": 1148.73,
                    "end": 1149.09,
                    "word": " is",
                    "probability": 0.837890625
                },
                {
                    "start": 1149.09,
                    "end": 1149.65,
                    "word": " looking",
                    "probability": 0.78662109375
                },
                {
                    "start": 1149.65,
                    "end": 1149.89,
                    "word": " for",
                    "probability": 0.89892578125
                },
                {
                    "start": 1149.89,
                    "end": 1150.17,
                    "word": " something",
                    "probability": 0.7314453125
                },
                {
                    "start": 1150.17,
                    "end": 1150.57,
                    "word": " simple",
                    "probability": 0.9091796875
                },
                {
                    "start": 1150.57,
                    "end": 1150.77,
                    "word": " like",
                    "probability": 0.81591796875
                },
                {
                    "start": 1150.77,
                    "end": 1150.89,
                    "word": " the",
                    "probability": 0.80908203125
                },
                {
                    "start": 1150.89,
                    "end": 1151.13,
                    "word": " presence",
                    "probability": 0.91796875
                },
                {
                    "start": 1151.13,
                    "end": 1151.27,
                    "word": " of",
                    "probability": 0.90966796875
                },
                {
                    "start": 1151.37,
                    "end": 1151.67,
                    "word": " a connection",
                    "probability": 0.74755859375
                }
            ]
        },
        {
            "id": 179,
            "seek": 111823,
            "start": 1151.67,
            "end": 1156.87,
            "text": " connection and knowing your network well enough to be able to say,",
            "tokens": [
                50936,
                4984,
                293,
                5276,
                428,
                3209,
                731,
                1547,
                281,
                312,
                1075,
                281,
                584,
                11,
                51198
            ],
            "temperature": 0.0,
            "avg_logprob": -0.26652298302486027,
            "compression_ratio": 1.6607142857142858,
            "no_speech_prob": 0.0206451416015625,
            "words": [
                {
                    "start": 1151.67,
                    "end": 1152.09,
                    "word": " and",
                    "probability": 0.73583984375
                },
                {
                    "start": 1152.09,
                    "end": 1152.35,
                    "word": " knowing",
                    "probability": 0.7255859375
                },
                {
                    "start": 1152.35,
                    "end": 1152.59,
                    "word": " your",
                    "probability": 0.80615234375
                },
                {
                    "start": 1152.59,
                    "end": 1152.89,
                    "word": " network",
                    "probability": 0.8251953125
                },
                {
                    "start": 1152.89,
                    "end": 1153.25,
                    "word": " well",
                    "probability": 0.87939453125
                },
                {
                    "start": 1153.25,
                    "end": 1153.57,
                    "word": " enough",
                    "probability": 0.810546875
                },
                {
                    "start": 1153.57,
                    "end": 1154.73,
                    "word": " to",
                    "probability": 0.88525390625
                },
                {
                    "start": 1154.73,
                    "end": 1154.89,
                    "word": " be",
                    "probability": 0.90576171875
                },
                {
                    "start": 1154.89,
                    "end": 1155.03,
                    "word": " able",
                    "probability": 0.8916015625
                },
                {
                    "start": 1155.03,
                    "end": 1155.23,
                    "word": " to",
                    "probability": 0.90673828125
                },
                {
                    "start": 1155.23,
                    "end": 1155.55,
                    "word": " say",
                    "probability": 0.8984375
                },
                {
                    "start": 1155.55,
                    "end": 1155.79,
                    "word": ",",
                    "probability": 0.42333984375
                },
                {
                    "start": 1155.79,
                    "end": 1156.87,
                    "word": " that's",
                    "probability": 0.640869140625
                }
            ]
        },
        {
            "id": 180,
            "seek": 111823,
            "start": 1156.87,
            "end": 1165.25,
            "text": " that's unusual, that's a problem. Thank you so much for attending the",
            "tokens": [
                51198,
                300,
                311,
                10901,
                11,
                300,
                311,
                257,
                1154,
                13,
                1044,
                291,
                370,
                709,
                337,
                15862,
                264,
                51510
            ],
            "temperature": 0.0,
            "avg_logprob": -0.26652298302486027,
            "compression_ratio": 1.6607142857142858,
            "no_speech_prob": 0.0206451416015625,
            "words": [
                {
                    "start": 1156.87,
                    "end": 1157.39,
                    "word": " unusual",
                    "probability": 0.837890625
                },
                {
                    "start": 1157.39,
                    "end": 1158.39,
                    "word": ",",
                    "probability": 0.74169921875
                },
                {
                    "start": 1158.39,
                    "end": 1158.95,
                    "word": " that's",
                    "probability": 0.9375
                },
                {
                    "start": 1159.07,
                    "end": 1159.45,
                    "word": " a problem",
                    "probability": 0.7607421875
                },
                {
                    "start": 1159.45,
                    "end": 1160.09,
                    "word": ".",
                    "probability": 0.984375
                },
                {
                    "start": 1162.41,
                    "end": 1163.05,
                    "word": " Thank",
                    "probability": 0.8779296875
                },
                {
                    "start": 1163.05,
                    "end": 1163.19,
                    "word": " you",
                    "probability": 0.89306640625
                },
                {
                    "start": 1163.19,
                    "end": 1163.39,
                    "word": " so",
                    "probability": 0.90576171875
                },
                {
                    "start": 1163.39,
                    "end": 1163.57,
                    "word": " much",
                    "probability": 0.814453125
                },
                {
                    "start": 1163.57,
                    "end": 1163.87,
                    "word": " for",
                    "probability": 0.89306640625
                },
                {
                    "start": 1163.87,
                    "end": 1164.21,
                    "word": " attending",
                    "probability": 0.7890625
                },
                {
                    "start": 1164.21,
                    "end": 1164.41,
                    "word": " the",
                    "probability": 0.81298828125
                },
                {
                    "start": 1164.41,
                    "end": 1164.79,
                    "word": " presentation",
                    "probability": 0.76123046875
                },
                {
                    "start": 1164.79,
                    "end": 1165.25,
                    "word": " today",
                    "probability": 0.8017578125
                }
            ]
        },
        {
            "id": 181,
            "seek": 111823,
            "start": 1165.25,
            "end": 1169.87,
            "text": " presentation today. Shout-out again to the SANS team for their help and support",
            "tokens": [
                51510,
                5860,
                965,
                13,
                32749,
                12,
                346,
                797,
                281,
                264,
                318,
                25711,
                1469,
                337,
                641,
                854,
                293,
                1406,
                51788
            ],
            "temperature": 0.0,
            "avg_logprob": -0.26652298302486027,
            "compression_ratio": 1.6607142857142858,
            "no_speech_prob": 0.0206451416015625,
            "words": [
                {
                    "start": 1165.25,
                    "end": 1165.89,
                    "word": ".",
                    "probability": 0.90380859375
                },
                {
                    "start": 1166.27,
                    "end": 1166.61,
                    "word": " Shout",
                    "probability": 0.87939453125
                },
                {
                    "start": 1166.61,
                    "end": 1166.77,
                    "word": "-out",
                    "probability": 0.48602294921875
                },
                {
                    "start": 1166.77,
                    "end": 1167.05,
                    "word": " again",
                    "probability": 0.8720703125
                },
                {
                    "start": 1167.05,
                    "end": 1167.35,
                    "word": " to",
                    "probability": 0.89306640625
                },
                {
                    "start": 1167.35,
                    "end": 1167.77,
                    "word": " the",
                    "probability": 0.818359375
                },
                {
                    "start": 1167.77,
                    "end": 1168.11,
                    "word": " SANS",
                    "probability": 0.846923828125
                },
                {
                    "start": 1168.11,
                    "end": 1168.49,
                    "word": " team",
                    "probability": 0.8740234375
                },
                {
                    "start": 1168.49,
                    "end": 1168.79,
                    "word": " for",
                    "probability": 0.8896484375
                },
                {
                    "start": 1168.79,
                    "end": 1169.21,
                    "word": " their",
                    "probability": 0.890625
                },
                {
                    "start": 1169.21,
                    "end": 1169.43,
                    "word": " help",
                    "probability": 0.8291015625
                },
                {
                    "start": 1169.43,
                    "end": 1169.57,
                    "word": " and",
                    "probability": 0.8984375
                },
                {
                    "start": 1169.57,
                    "end": 1169.87,
                    "word": " support",
                    "probability": 0.9375
                }
            ]
        },
        {
            "id": 182,
            "seek": 114603,
            "start": 1169.87,
            "end": 1176.53,
            "text": " with the research project. If you've got any questions about this project, AppSec,",
            "tokens": [
                50364,
                365,
                264,
                2132,
                1716,
                13,
                759,
                291,
                600,
                658,
                604,
                1651,
                466,
                341,
                1716,
                11,
                3132,
                29511,
                11,
                50668
            ],
            "temperature": 0.0,
            "avg_logprob": -0.2403724744464412,
            "compression_ratio": 1.515625,
            "no_speech_prob": 0.09942626953125,
            "words": [
                {
                    "start": 1169.87,
                    "end": 1170.03,
                    "word": " with",
                    "probability": 0.6982421875
                },
                {
                    "start": 1170.03,
                    "end": 1170.17,
                    "word": " the",
                    "probability": 0.79638671875
                },
                {
                    "start": 1170.17,
                    "end": 1170.51,
                    "word": " research",
                    "probability": 0.7255859375
                },
                {
                    "start": 1170.51,
                    "end": 1171.01,
                    "word": " project",
                    "probability": 0.82568359375
                },
                {
                    "start": 1171.01,
                    "end": 1171.65,
                    "word": ".",
                    "probability": 0.966796875
                },
                {
                    "start": 1171.75,
                    "end": 1172.25,
                    "word": " If",
                    "probability": 0.880859375
                },
                {
                    "start": 1172.25,
                    "end": 1172.39,
                    "word": " you've",
                    "probability": 0.89501953125
                },
                {
                    "start": 1172.39,
                    "end": 1172.55,
                    "word": " got",
                    "probability": 0.8984375
                },
                {
                    "start": 1172.55,
                    "end": 1172.75,
                    "word": " any",
                    "probability": 0.8203125
                },
                {
                    "start": 1172.75,
                    "end": 1173.21,
                    "word": " questions",
                    "probability": 0.9072265625
                },
                {
                    "start": 1173.21,
                    "end": 1173.87,
                    "word": " about",
                    "probability": 0.81201171875
                },
                {
                    "start": 1173.87,
                    "end": 1174.39,
                    "word": " this",
                    "probability": 0.87841796875
                },
                {
                    "start": 1174.39,
                    "end": 1174.99,
                    "word": " project",
                    "probability": 0.8427734375
                },
                {
                    "start": 1174.99,
                    "end": 1175.61,
                    "word": ",",
                    "probability": 0.94091796875
                },
                {
                    "start": 1175.61,
                    "end": 1176.09,
                    "word": " AppSec",
                    "probability": 0.806884765625
                },
                {
                    "start": 1176.09,
                    "end": 1176.53,
                    "word": ",",
                    "probability": 0.97607421875
                }
            ]
        },
        {
            "id": 183,
            "seek": 114603,
            "start": 1176.53,
            "end": 1182.15,
            "text": " DevOps, the SANS Masters program, or anything related, the best way to get in",
            "tokens": [
                50668,
                43051,
                11,
                264,
                318,
                25711,
                27014,
                1461,
                11,
                420,
                1340,
                4077,
                11,
                264,
                1151,
                636,
                281,
                483,
                294,
                50974
            ],
            "temperature": 0.0,
            "avg_logprob": -0.2403724744464412,
            "compression_ratio": 1.515625,
            "no_speech_prob": 0.09942626953125,
            "words": [
                {
                    "start": 1176.53,
                    "end": 1177.15,
                    "word": " DevOps",
                    "probability": 0.83544921875
                },
                {
                    "start": 1177.15,
                    "end": 1177.91,
                    "word": ",",
                    "probability": 0.9638671875
                },
                {
                    "start": 1177.91,
                    "end": 1178.29,
                    "word": " the",
                    "probability": 0.7587890625
                },
                {
                    "start": 1178.29,
                    "end": 1178.51,
                    "word": " SANS",
                    "probability": 0.71435546875
                },
                {
                    "start": 1178.51,
                    "end": 1178.89,
                    "word": " Masters",
                    "probability": 0.3369140625
                },
                {
                    "start": 1178.89,
                    "end": 1179.37,
                    "word": " program",
                    "probability": 0.54296875
                },
                {
                    "start": 1179.37,
                    "end": 1179.65,
                    "word": ",",
                    "probability": 0.68310546875
                },
                {
                    "start": 1179.65,
                    "end": 1179.79,
                    "word": " or",
                    "probability": 0.90380859375
                },
                {
                    "start": 1179.79,
                    "end": 1180.27,
                    "word": " anything",
                    "probability": 0.84423828125
                },
                {
                    "start": 1180.27,
                    "end": 1180.75,
                    "word": " related",
                    "probability": 0.8515625
                },
                {
                    "start": 1180.75,
                    "end": 1181.07,
                    "word": ",",
                    "probability": 0.90771484375
                },
                {
                    "start": 1181.07,
                    "end": 1181.47,
                    "word": " the",
                    "probability": 0.8076171875
                },
                {
                    "start": 1181.47,
                    "end": 1181.65,
                    "word": " best",
                    "probability": 0.80615234375
                },
                {
                    "start": 1181.65,
                    "end": 1181.79,
                    "word": " way",
                    "probability": 0.89697265625
                },
                {
                    "start": 1181.79,
                    "end": 1181.91,
                    "word": " to",
                    "probability": 0.90673828125
                },
                {
                    "start": 1181.91,
                    "end": 1182.01,
                    "word": " get",
                    "probability": 0.90673828125
                },
                {
                    "start": 1182.01,
                    "end": 1182.15,
                    "word": " in",
                    "probability": 0.8681640625
                }
            ]
        },
        {
            "id": 184,
            "seek": 114603,
            "start": 1182.15,
            "end": 1187.45,
            "text": " contact with me is via Twitter. My handle's on the screen now. If you're",
            "tokens": [
                50974,
                3385,
                365,
                385,
                307,
                5766,
                5794,
                13,
                1222,
                4813,
                311,
                322,
                264,
                2568,
                586,
                13,
                759,
                291,
                434,
                51240
            ],
            "temperature": 0.0,
            "avg_logprob": -0.2403724744464412,
            "compression_ratio": 1.515625,
            "no_speech_prob": 0.09942626953125,
            "words": [
                {
                    "start": 1182.15,
                    "end": 1182.49,
                    "word": " contact",
                    "probability": 0.82421875
                },
                {
                    "start": 1182.49,
                    "end": 1183.19,
                    "word": " with",
                    "probability": 0.81640625
                },
                {
                    "start": 1183.19,
                    "end": 1183.43,
                    "word": " me",
                    "probability": 0.9091796875
                },
                {
                    "start": 1183.43,
                    "end": 1183.83,
                    "word": " is",
                    "probability": 0.8974609375
                },
                {
                    "start": 1183.83,
                    "end": 1184.09,
                    "word": " via",
                    "probability": 0.8974609375
                },
                {
                    "start": 1184.09,
                    "end": 1184.43,
                    "word": " Twitter",
                    "probability": 0.861328125
                },
                {
                    "start": 1184.43,
                    "end": 1184.67,
                    "word": ".",
                    "probability": 0.79541015625
                },
                {
                    "start": 1184.67,
                    "end": 1184.85,
                    "word": " My",
                    "probability": 0.9150390625
                },
                {
                    "start": 1184.85,
                    "end": 1185.21,
                    "word": " handle's",
                    "probability": 0.70849609375
                },
                {
                    "start": 1185.21,
                    "end": 1185.33,
                    "word": " on",
                    "probability": 0.9033203125
                },
                {
                    "start": 1185.33,
                    "end": 1185.47,
                    "word": " the",
                    "probability": 0.8173828125
                },
                {
                    "start": 1185.47,
                    "end": 1185.69,
                    "word": " screen",
                    "probability": 0.85693359375
                },
                {
                    "start": 1185.69,
                    "end": 1186.01,
                    "word": " now",
                    "probability": 0.88818359375
                },
                {
                    "start": 1186.01,
                    "end": 1186.65,
                    "word": ".",
                    "probability": 0.99658203125
                },
                {
                    "start": 1186.77,
                    "end": 1187.33,
                    "word": " If",
                    "probability": 0.8896484375
                },
                {
                    "start": 1187.33,
                    "end": 1187.45,
                    "word": " you're",
                    "probability": 0.921875
                }
            ]
        },
        {
            "id": 185,
            "seek": 114603,
            "start": 1187.45,
            "end": 1190.89,
            "text": " viewing the live presentation, I look forward to chatting with you during the",
            "tokens": [
                51240,
                17480,
                264,
                1621,
                5860,
                11,
                286,
                574,
                2128,
                281,
                24654,
                365,
                291,
                1830,
                264,
                51412
            ],
            "temperature": 0.0,
            "avg_logprob": -0.2403724744464412,
            "compression_ratio": 1.515625,
            "no_speech_prob": 0.09942626953125,
            "words": [
                {
                    "start": 1187.45,
                    "end": 1187.63,
                    "word": " viewing",
                    "probability": 0.74462890625
                },
                {
                    "start": 1187.63,
                    "end": 1187.81,
                    "word": " the",
                    "probability": 0.8017578125
                },
                {
                    "start": 1187.81,
                    "end": 1188.01,
                    "word": " live",
                    "probability": 0.8876953125
                },
                {
                    "start": 1188.01,
                    "end": 1188.53,
                    "word": " presentation",
                    "probability": 0.76513671875
                },
                {
                    "start": 1188.53,
                    "end": 1188.99,
                    "word": ",",
                    "probability": 0.9609375
                },
                {
                    "start": 1188.99,
                    "end": 1189.17,
                    "word": " I",
                    "probability": 0.99853515625
                },
                {
                    "start": 1189.17,
                    "end": 1189.31,
                    "word": " look",
                    "probability": 0.9033203125
                },
                {
                    "start": 1189.31,
                    "end": 1189.53,
                    "word": " forward",
                    "probability": 0.833984375
                },
                {
                    "start": 1189.53,
                    "end": 1189.77,
                    "word": " to",
                    "probability": 0.900390625
                },
                {
                    "start": 1189.77,
                    "end": 1190.11,
                    "word": " chatting",
                    "probability": 0.833984375
                },
                {
                    "start": 1190.11,
                    "end": 1190.33,
                    "word": " with",
                    "probability": 0.80908203125
                },
                {
                    "start": 1190.33,
                    "end": 1190.45,
                    "word": " you",
                    "probability": 0.8896484375
                },
                {
                    "start": 1190.45,
                    "end": 1190.71,
                    "word": " during",
                    "probability": 0.80615234375
                },
                {
                    "start": 1190.71,
                    "end": 1190.89,
                    "word": " the",
                    "probability": 0.8056640625
                }
            ]
        },
        {
            "id": 186,
            "seek": 114603,
            "start": 1190.89,
            "end": 1197.67,
            "text": " Q&A immediately afterwards in Discord. Again, I'm Philip Marlowe. Thanks for",
            "tokens": [
                51412,
                1249,
                5,
                32,
                4258,
                10543,
                294,
                32623,
                13,
                3764,
                11,
                286,
                478,
                21144,
                2039,
                75,
                6880,
                13,
                2561,
                337,
                51752
            ],
            "temperature": 0.0,
            "avg_logprob": -0.2403724744464412,
            "compression_ratio": 1.515625,
            "no_speech_prob": 0.09942626953125,
            "words": [
                {
                    "start": 1190.89,
                    "end": 1191.07,
                    "word": " Q",
                    "probability": 0.994140625
                },
                {
                    "start": 1191.07,
                    "end": 1191.43,
                    "word": "&A",
                    "probability": 0.89892578125
                },
                {
                    "start": 1191.43,
                    "end": 1192.27,
                    "word": " immediately",
                    "probability": 0.5966796875
                },
                {
                    "start": 1192.27,
                    "end": 1192.93,
                    "word": " afterwards",
                    "probability": 0.76904296875
                },
                {
                    "start": 1192.93,
                    "end": 1193.37,
                    "word": " in",
                    "probability": 0.83837890625
                },
                {
                    "start": 1193.37,
                    "end": 1193.67,
                    "word": " Discord",
                    "probability": 0.81201171875
                },
                {
                    "start": 1193.67,
                    "end": 1194.31,
                    "word": ".",
                    "probability": 0.99658203125
                },
                {
                    "start": 1194.71,
                    "end": 1195.17,
                    "word": " Again",
                    "probability": 0.91162109375
                },
                {
                    "start": 1195.17,
                    "end": 1195.35,
                    "word": ",",
                    "probability": 0.98779296875
                },
                {
                    "start": 1195.35,
                    "end": 1195.71,
                    "word": " I'm",
                    "probability": 0.997314453125
                },
                {
                    "start": 1195.71,
                    "end": 1195.93,
                    "word": " Philip",
                    "probability": 0.57763671875
                },
                {
                    "start": 1195.93,
                    "end": 1196.39,
                    "word": " Marlowe",
                    "probability": 0.802734375
                },
                {
                    "start": 1196.39,
                    "end": 1197.03,
                    "word": ".",
                    "probability": 0.89404296875
                },
                {
                    "start": 1197.19,
                    "end": 1197.49,
                    "word": " Thanks",
                    "probability": 0.78076171875
                },
                {
                    "start": 1197.49,
                    "end": 1197.67,
                    "word": " for",
                    "probability": 0.90283203125
                }
            ]
        },
        {
            "id": 187,
            "seek": 114830,
            "start": 1197.67,
            "end": 1198.33,
            "text": " coming.",
            "tokens": [
                50364,
                1348,
                13,
                50474
            ],
            "temperature": 0.0,
            "avg_logprob": -0.718359375,
            "compression_ratio": 0.4666666666666667,
            "no_speech_prob": 0.66357421875,
            "words": [
                {
                    "start": 1197.67,
                    "end": 1197.89,
                    "word": " coming",
                    "probability": 0.3544921875
                },
                {
                    "start": 1197.89,
                    "end": 1198.33,
                    "word": ".",
                    "probability": 0.83251953125
                }
            ]
        }
    ],
    "text": " Hey AppSecVillage, welcome back and get ready for another talk. Coming up next we've got Can't Touch This! Detecting Lateral Movement in Zero-Touch Environments. Philip Marlowe is going to be presenting this. Philip is a cybersecurity and DevOps engineer. He helps organizations understand how to adopt DevOps practices to increase their security rather than sacrifice it in the name of speed. Philip holds several security, cloud, and agile certifications and is currently pursuing a master's degree in information security engineering at SANS Technology Institute. Please give it up for Philip Marlowe. Hello everyone and welcome to Can't Touch This! Detecting Lateral Movement in Zero-Touch Environments. In this talk we're going to talk some about DevOps and how to detect attackers trying to move into your production environments. Before we get started, a few disclaimers and acknowledgments. First off, I work for the MITRE Corporation, but nothing I'm saying today reflects their opinion. Also, I'm a student at the SANS Technology Institute working on my master's degree. Huge shout out to my faculty research advisor, but I'm not speaking for her or SANS today either. And lastly, big thank you to my wife Madeline. Once again, not speaking for her in this presentation today. So who am I? I'm Philip and professionally I really enjoy the intersection of security and DevOps. Yes, you can call it DevSecOps if you want. I don't really care either way. I wrote my first vulnerable code in elementary school. I was writing a blogging platform for my family and right in there, because I didn't know any better, put a SQL injection vulnerability. That was a big surprise for them when they found out we've been hacked because of that. I first began learning to exploit applications in middle school when I received as a present the book, Hacking the Art of Exploitation. And I've been involved in application security one way or another ever since then. Today is my first time as a DEF CON speaker, and I'm super excited to be here. And one of the things I really enjoy is being able to learn through hacking. And you'll see a flavor of that throughout this presentation as we take both the attacker and the defender point of view. So if you're not already on board, why should I care about DevOps? Well, for one, you probably don't have any choice. If you're running any kind of application, that's the way it is now. You probably just need to learn about it. You know, if your red team standing up command and control infrastructure, helps to have DevOps. Your blue team trying to implement monitoring and detection helps to have DevOps. Application security DevOps is the way of life now. And, you know, provides all these security benefits on top of reliability benefits and maintainability benefits for the other parts of the business. So let's take a look at a very simplified environment, and let's take a look at it from the attackers point of view. We want to get to something on the application server. Maybe we want to steal data off of it, or maybe we just want to use the hefty server power for crypto mining. Either way, we've got three basic options. Option one is to just go straight in the front door and attack the application itself in order to get to the access to the server. This is pretty simple. Maybe there's a firewall or IDS you have to evade, but, you know, you're not making a lot of hops around to finally get to where you want to be. But it's also not 2002 anymore. The situation's gotten a lot better in how we protect our application servers. So while this once might have been the best way in, it's not really anymore. Report after report from places like FireEye and Verizon have shown a much more popular way into networks these days is by social engineering users in one way or another. In this case, we're going to take a look at phishing a operator or developer on their employee workstation to give us our initial access. Then in method two, we're going to move laterally through the bastion host and finally to the app server. We'll talk in a couple of slides about why this works so well. But before we get there, let's talk a little bit about option three. With DevOps implemented these days, another way into that protected app server is through the DevOps pipeline itself. But there are a lot more hops here and a lot more ways that can go wrong and a lot more opportunities to detect this attempt. It goes through source control repos, test servers, and configuration servers before we ever get to our intended target. So how does traditional application deployment work? Well, developers give Ops a deployment package, and if we're lucky, some install instructions. And then Ops is going to go and log into the application server, manually install that software. Pretty simple. And then an update comes along, and you have to go and manually log in and update. And then the security patch comes along, and you have to go log in and update. And this manual logging in and updating is going to be a real problem for detecting lateral movement. So what does traditional lateral movement look like? Because they're logging in to do configuration and updates all the time, Ops has highly privileged credentials. This might take the form of SSH keys, or API tokens. And oftentimes, they're stored in plain text on their employee workstations. If you've already phished that user, those are really easy and really juicy targets to steal those credentials and move further into the environment. All right, so that sounds like it's a problem. What is this zero touch concept? Google defined zero touch networking and zero touch production. And they've given several presentations on what that means to them and how they've implemented it in their environment. Overall, it's about how we can abstract away managing the production environment, so that we're not doing those manual logins, change things, configure and update anymore. And while Google is one of the only companies to use the zero touch nomenclature, a lot of companies do this. Often, it's just a result of being very mature in their DevOps practices, that everything is handled by automation, rather than human users. So zero touch deployment looks very different. Every change is made by automation and pre-validated. This means no humans logging in. And that's key for our talk today. You'll also notice on Google's presentation that there is an exception. And that's when something is made by an audited break glass mechanism. We'll talk a little bit more about that later as well. So what is the zero touch deployment look like in practice? Well, rather than having a user log into the app server via a bastion host, since that's no longer allowed, every change has to go through that DevOps deployment pipeline. Looking at how attackers are going to move laterally, however, let's compare and contrast between the traditional and the zero touch deployments. So I'm about to play an animation, and keep an eye out for the malicious connection between the bastion host and the app server. It's going to be a slightly different colored arrow. Did you catch it? Have you seen it yet? It's kind of tricky to find. And this is when it stands out in some way. If we're looking at encrypted connections like SSH or HTTPS, it may not stand out in any way, unless you're doing some kind of break and inspect in the middle. Now let's compare it to zero touch. In the zero touch deployment, you're going to see a bunch of arrows again, showing normal benign traffic. And you'll also see one arrow that'll look a little different, being our attacker trying to move laterally. See if it's easier to spot this time. I'll bet that was a lot easier, and as soon as it came up, you noticed it. This is the whole concept that we want to use writing this detection. So how do we actually go about detecting this lateral movement? There's a few things we need to do. First, we need to define all of the protected servers. In our simplified environment, that's just the app server. But it might also include DevOps automation servers, it might include web servers, database servers, all of which might be behind load balancers. Whatever humans should not be logging into, that goes in this list. We also need to define all of the human access points into the environment. Again, in our simplified environment, that's just the bastion host. But depending on your network architecture, you might need to include other sets of load balance machines, virtual desktops, employee workstations, anything of that nature. That goes in the second list. And then all we do to detect is look for any connections between those two sets of servers. Then alert, investigate, enjoy detecting this lateral movement. Let's take a quick look at what this looks like in practice. So for the demo, we're going to look at a couple of scenarios. First up, let me tell you what you're seeing. In this environment, I've got a bastion host that's used for manually accessing it when needed, an application server, and a configuration server running Puppet. So just to make sure that there's nothing up my sleeves, what we're going to do for this demo is run some Puppet configuration in the background. This will be traffic both within the environment to the Puppet server and external to the environment, SSH connections and HTTPS connections out to the wider internet. So let's get that started. And then while this runs, jump over to the bastion host. And as you can see, we've already compromised the bastion host. And we see some SSH credentials that we found, and in fact, some SSH credentials for the application server that has the goodies we want to get to. So we'll run our evil script file. And, you know, in real life, this might be installing a crypto miner or any number of things. In this case, just modifying the configuration files that Puppet is managing to show that we've actually gotten in and had the ability to do evil if we wanted to. So now we're going to jump over to the network monitor. This is a plain instance of Security Onion with all of the usual defaults and alerts installed. And what we're looking at right now are the Zeek notices. And let me turn on the refresh. But you'll see a whole lot of nothing. Zero. No results found. No results found. If we switch over to squirt and refresh it, same thing. No result. No result. And this is exactly what we expect from a default instance of a network monitor. It's not going to alert on connections like this. Let me enable the rules we've been talking about, and then we'll come back and we'll try this again. And now that I've enabled the zero touch rules, let's try it again and see what's changed. As you can see, the lab server is still emulating real traffic by reaching out to the Puppet configuration server and to the external internet. Let's go over to the Bastion and run our evil script again. Same thing, utilizing those compromised SSH credentials to reach in and modify the app server. Now we'll jump over to the network monitor, and as you can see, we're starting to get alerts. Zeek has noticed a couple of connections from the Bastion host to the app server. And if we switch over, you'll see the same thing in Squirt as well. Notice how they work slightly differently. The Squirt gives us many more alerts because it's looking individually at the packets traversing the network, versus Zeek gives us total number of connections. But either way, we're seeing the alerts that we're violating this zero-touch policy, and that it's a good indicator of lateral movement. So you want to start doing this in your environment as well. Well, first off, if you're not zero-touch yet, you should move that direction. Implement zero-touch. It's got a lot of benefits besides this one. When you're ready to implement this detection, use your platform of choice. Whatever you're already using is going to be best. There's no need to go get specialized software or hardware in order to do this. Use your existing IDS or network monitor. It's a very simple detection to include. But then, also pay attention to how you tailor it for your specific environment. In the example, it was looking for all TCP connections, because I wanted to catch the broadest range of lateral movement. But that might not make sense for your environment. So maybe you need to tailor it down to only look for SSH connections or, you know, whatever makes sense for your environment specifically. And then, the detections I showed were all very simple. They just looked for that connection and alerted. But that can be just the beginning of a bigger process. Imagine with Zeek, instead of raising a notice, if we correlated that with other suspicious traffic that we'd seen, maybe some data exfiltration traffic, and then we could automatically provide analysts with, here's the map of the attacker's path through the network. Starting to add some of those higher-end capabilities really makes this powerful. And finally, I wanted to leave you with some lessons learned from this project. And there are two that really jumped out at me. The first is know your network. And this is not just know your networking, it is know your specific network. Justin Henderson and Mick Douglas, who teach the Tactical SIEM class for SANS, really nailed this, and I learned this from them. So, huge shout-out to them. Knowing the specifics of your network lets you do really cool things in monitoring it. Things that aren't possible in generic networks, such as the detection we talked about today. And then, secondly, don't be afraid to look for stupid, simple things. All we were looking at today was the presence of a connection. Tying together these two lessons learned is really this whole project, is looking for something simple like the presence of a connection and knowing your network well enough to be able to say, that's unusual, that's a problem. Thank you so much for attending the presentation today. Shout-out again to the SANS team for their help and support with the research project. If you've got any questions about this project, AppSec, DevOps, the SANS Masters program, or anything related, the best way to get in contact with me is via Twitter. My handle's on the screen now. If you're viewing the live presentation, I look forward to chatting with you during the Q&A immediately afterwards in Discord. Again, I'm Philip Marlowe. Thanks for coming."
}