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      "id": 1,
      "start": 4.96,
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      "text": "how I AI. We have seen a lot of new",
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      "text": "We saw Opus 55. We saw GPT6 Soul, GPT6",
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      "text": "Luna. Muse is blowing up the timeline.",
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    },
    {
      "id": 5,
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      "text": "Everybody still loves their Grock bots.",
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      "id": 6,
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      "text": "And yet there is one thing that I want",
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    },
    {
      "id": 7,
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      "text": "to talk about in AI right now and that",
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    },
    {
      "id": 8,
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      "text": "is this fast cheap doesn't speak system",
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    },
    {
      "id": 9,
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      "text": "one decision model from Typesafe AI. As",
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    },
    {
      "id": 10,
      "start": 41.12,
      "end": 44.16,
      "text": "soon as I saw this trending on X, as",
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    {
      "id": 11,
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      "text": "soon as I saw it launched, I immediately",
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    },
    {
      "id": 12,
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      "text": "started testing it. Now, what I will say",
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    },
    {
      "id": 13,
      "start": 49.52,
      "end": 51.68,
      "text": "is more than any other model I've",
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    },
    {
      "id": 14,
      "start": 51.68,
      "end": 54.079,
      "text": "experienced lately, Jev has been the one",
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    },
    {
      "id": 15,
      "start": 54.079,
      "end": 56.32,
      "text": "that has exploded",
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    },
    {
      "id": 16,
      "start": 56.32,
      "end": 58.64,
      "text": "use cases, personal productivity use",
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    },
    {
      "id": 17,
      "start": 58.64,
      "end": 61.76,
      "text": "cases, code use cases, product use",
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    },
    {
      "id": 18,
      "start": 61.76,
      "end": 63.76,
      "text": "cases. Today I'm going to give you a",
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    },
    {
      "id": 19,
      "start": 63.76,
      "end": 66.32,
      "text": "very quick whirlwind tour of what Jeb",
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      "timing_uncertain": false
    },
    {
      "id": 20,
      "start": 66.32,
      "end": 68.64,
      "text": "is, what it will give you back and what",
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      "timing_uncertain": false
    },
    {
      "id": 21,
      "start": 68.64,
      "end": 72.0,
      "text": "it won't, and then how I have used it",
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      "timing_uncertain": false
    },
    {
      "id": 22,
      "start": 72.0,
      "end": 74.799,
      "text": "over the last week to do work that I",
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    },
    {
      "id": 23,
      "start": 74.799,
      "end": 77.36,
      "text": "think is worth hundreds of thousands if",
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      "timing_uncertain": false
    },
    {
      "id": 24,
      "start": 77.36,
      "end": 80.24,
      "text": "not millions of dollars. And I have",
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      "timing_uncertain": false
    },
    {
      "id": 25,
      "start": 80.24,
      "end": 84.799,
      "text": "probably spent sub $10 on Jev tokens. A",
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      "timing_uncertain": false
    },
    {
      "id": 26,
      "start": 84.799,
      "end": 86.32,
      "text": "lot of it has been subsidized because",
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      "timing_uncertain": false
    },
    {
      "id": 27,
      "start": 86.32,
      "end": 88.799,
      "text": "Jeb is currently free on the AI gateway",
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      "timing_uncertain": false
    },
    {
      "id": 28,
      "start": 88.799,
      "end": 92.88,
      "text": "by Versel. But even at list price, it is",
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      "timing_uncertain": false
    },
    {
      "id": 29,
      "start": 92.88,
      "end": 95.04,
      "text": "a very inexpensive model. It is a very",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 30,
      "start": 95.04,
      "end": 97.52,
      "text": "effective model and it is going to be in",
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      "timing_uncertain": false
    },
    {
      "id": 31,
      "start": 97.52,
      "end": 99.28,
      "text": "the middle of almost everything I build",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 32,
      "start": 99.28,
      "end": 101.2,
      "text": "from here on out. [music] So, let's get",
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      "timing_uncertain": false
    },
    {
      "id": 33,
      "start": 101.2,
      "end": 104.159,
      "text": "to it. This episode is brought to you by",
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      "timing_uncertain": false
    },
    {
      "id": 34,
      "start": 104.159,
      "end": 107.119,
      "text": "Open Art Arena, the global leaderboard",
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    },
    {
      "id": 35,
      "start": 107.119,
      "end": 110.159,
      "text": "for creative intelligence. Every week,",
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    },
    {
      "id": 36,
      "start": 110.159,
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      "text": "new AI models launch, and everyone",
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    },
    {
      "id": 37,
      "start": 112.88,
      "end": 116.56,
      "text": "claims to be the best. But best at what?",
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    },
    {
      "id": 38,
      "start": 116.56,
      "end": 118.799,
      "text": "Open Art Arena is built to answer the",
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    },
    {
      "id": 39,
      "start": 118.799,
      "end": 121.119,
      "text": "question that actually matters. Which",
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    },
    {
      "id": 40,
      "start": 121.119,
      "end": 123.52,
      "text": "model is [music] best for your specific",
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    },
    {
      "id": 41,
      "start": 123.52,
      "end": 126.32,
      "text": "job? Instead of one overall winner, Open",
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      "timing_uncertain": false
    },
    {
      "id": 42,
      "start": 126.32,
      "end": 129.28,
      "text": "Art Arena ranks models across real",
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    },
    {
      "id": 43,
      "start": 129.28,
      "end": 132.319,
      "text": "creative tasks from advertising and film",
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    },
    {
      "id": 44,
      "start": 132.319,
      "end": 135.12,
      "text": "to animation, product, graphic design,",
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      "timing_uncertain": false
    },
    {
      "id": 45,
      "start": 135.12,
      "end": 136.8,
      "text": "editing, and lip-sync [music]",
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      "timing_uncertain": false
    },
    {
      "id": 46,
      "start": 136.8,
      "end": 139.76,
      "text": "covering both image and video. And these",
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    },
    {
      "id": 47,
      "start": 139.76,
      "end": 141.68,
      "text": "rankings aren't based on hype. They're",
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    },
    {
      "id": 48,
      "start": 141.68,
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      "text": "judged by professionals, industry",
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    },
    {
      "id": 49,
      "start": 143.44,
      "end": 145.28,
      "text": "leaders, and working creators through",
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    },
    {
      "id": 50,
      "start": 145.28,
      "end": 148.239,
      "text": "blind evaluations. So judges never know",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 51,
      "start": 148.239,
      "end": 150.64,
      "text": "which model produced which output. That",
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      "timing_uncertain": false
    },
    {
      "id": 52,
      "start": 150.64,
      "end": 152.8,
      "text": "means you can see how models actually",
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      "timing_uncertain": false
    },
    {
      "id": 53,
      "start": 152.8,
      "end": 154.64,
      "text": "perform when it comes to the creative",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 54,
      "start": 154.64,
      "end": 156.8,
      "text": "work you're doing. So stop guessing",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 55,
      "start": 156.8,
      "end": 159.2,
      "text": "which model to use. Explore rankings",
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      "timing_uncertain": false
    },
    {
      "id": 56,
      "start": 159.2,
      "end": 161.599,
      "text": "based on real creative work and find the",
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      "timing_uncertain": false
    },
    {
      "id": 57,
      "start": 161.599,
      "end": 164.08,
      "text": "right model for your project and save",
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      "timing_uncertain": false
    },
    {
      "id": 58,
      "start": 164.08,
      "end": 168.16,
      "text": "time and cost. See the rankings at Open",
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      "timing_uncertain": false
    },
    {
      "id": 59,
      "start": 168.16,
      "end": 170.8,
      "text": "Art Arena. So if I were to explain Jev",
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      "timing_uncertain": false
    },
    {
      "id": 60,
      "start": 170.8,
      "end": 172.319,
      "text": "to you, I would go to this table on the",
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      "timing_uncertain": false
    },
    {
      "id": 61,
      "start": 172.319,
      "end": 174.959,
      "text": "type blog post announcing Jev. And it",
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      "timing_uncertain": false
    },
    {
      "id": 62,
      "start": 174.959,
      "end": 177.44,
      "text": "basically compares normal LLMs on the",
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      "timing_uncertain": false
    },
    {
      "id": 63,
      "start": 177.44,
      "end": 180.72,
      "text": "left, Jev style LLMs on the right. Both",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 64,
      "start": 180.72,
      "end": 182.64,
      "text": "take in unstructured data as inputs.",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 65,
      "start": 182.64,
      "end": 184.56,
      "text": "Both take in text as inputs. Jev does",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 66,
      "start": 184.56,
      "end": 186.959,
      "text": "not take in images, but it takes in text",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 67,
      "start": 186.959,
      "end": 188.64,
      "text": "and it takes in text descriptions of",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 68,
      "start": 188.64,
      "end": 190.48,
      "text": "images if you really need to get there.",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 69,
      "start": 190.48,
      "end": 192.4,
      "text": "The outputs though are very different.",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 70,
      "start": 192.4,
      "end": 194.319,
      "text": "With the standard LLMs that you're used",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 71,
      "start": 194.319,
      "end": 196.4,
      "text": "to working with, you are getting strings",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 72,
      "start": 196.4,
      "end": 198.0,
      "text": "and generated text out. So you're",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 73,
      "start": 198.0,
      "end": 200.8,
      "text": "getting text in, text out. With Jev,",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 74,
      "start": 200.8,
      "end": 203.44,
      "text": "you're getting text in, type safe values",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 75,
      "start": 203.44,
      "end": 205.28,
      "text": "out. And what I mean by type safe values",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 76,
      "start": 205.28,
      "end": 207.84,
      "text": "is these are values that are predefined",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 77,
      "start": 207.84,
      "end": 210.319,
      "text": "that then Jev picks from and selects and",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 78,
      "start": 210.319,
      "end": 212.4,
      "text": "returns to you. We will show you what",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 79,
      "start": 212.4,
      "end": 213.68,
      "text": "those values are, but essentially",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 80,
      "start": 213.68,
      "end": 216.48,
      "text": "they're like it's this or that. It's yes",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 81,
      "start": 216.48,
      "end": 218.879,
      "text": "or no. It's 1 through 10. Like it's",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 82,
      "start": 218.879,
      "end": 221.599,
      "text": "pretty simple. Now it sounds simple, but",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 83,
      "start": 221.599,
      "end": 224.4,
      "text": "it is incredibly powerful when you put",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 84,
      "start": 224.4,
      "end": 227.04,
      "text": "it against the right problem.",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 85,
      "start": 227.04,
      "end": 229.519,
      "text": "The other thing that you will notice",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 86,
      "start": 229.519,
      "end": 233.36,
      "text": "about Jeff is it is cheap AF and it is",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 87,
      "start": 233.36,
      "end": 236.799,
      "text": "fast AF. And so if you look at the",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 88,
      "start": 236.799,
      "end": 238.799,
      "text": "current cost of input and output tokens,",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 89,
      "start": 238.799,
      "end": 241.92,
      "text": "it can be pennies to tens or hundreds of",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 90,
      "start": 241.92,
      "end": 244.72,
      "text": "dollars per million output tokens.",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 91,
      "start": 244.72,
      "end": 246.799,
      "text": "Jev only charges you on input tokens",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 92,
      "start": 246.799,
      "end": 250.4,
      "text": "because it barely outputs anything. And",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 93,
      "start": 250.4,
      "end": 254.72,
      "text": "it is 4 cents per million input tokens.",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 94,
      "start": 254.72,
      "end": 258.079,
      "text": "It is like dirt freaking cheap. And",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 95,
      "start": 258.079,
      "end": 261.759,
      "text": "because they output basically nothing,",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 96,
      "start": 261.759,
      "end": 264.24,
      "text": "they don't even charge you for output",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 97,
      "start": 264.24,
      "end": 267.52,
      "text": "tokens. Um whereas the standard LM are",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 98,
      "start": 267.52,
      "end": 270.56,
      "text": "going to charge you tons for the output",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 99,
      "start": 270.56,
      "end": 272.56,
      "text": "tokens. And then I'll go into use cases,",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 100,
      "start": 272.56,
      "end": 273.68,
      "text": "which is how you would use like a",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 101,
      "start": 273.68,
      "end": 275.6,
      "text": "standard LLM versus why you would use",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 102,
      "start": 275.6,
      "end": 278.4,
      "text": "Jev. You know, standard LMS, chat bots",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 103,
      "start": 278.4,
      "end": 279.759,
      "text": "where you want text in, you want text",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 104,
      "start": 279.759,
      "end": 282.16,
      "text": "out. Coding where you want, you know,",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 105,
      "start": 282.16,
      "end": 285.36,
      "text": "code to be produced. Um, and so it's",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 106,
      "start": 285.36,
      "end": 287.84,
      "text": "it's great for things where you need",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 107,
      "start": 287.84,
      "end": 291.44,
      "text": "stuff generated, but Jev is really great",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 108,
      "start": 291.44,
      "end": 294.08,
      "text": "for making decisions. That's ultimately",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 109,
      "start": 294.08,
      "end": 295.199,
      "text": "I've been calling this it's like a",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 110,
      "start": 295.199,
      "end": 297.199,
      "text": "decision model. So you give it a",
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      "id": 112,
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      "text": "it's high agency I would say. So if you",
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      "id": 113,
      "start": 302.16,
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      "text": "need smart if statements, should I go",
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    {
      "id": 114,
      "start": 305.84,
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      "text": "left or right? If it's good, put it to",
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      "id": 115,
      "start": 309.039,
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      "text": "this person. If it's bad, send it to",
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    {
      "id": 116,
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      "text": "support. All that kind of stuff Jeff is",
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    {
      "id": 117,
      "start": 312.88,
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      "text": "really good at. It's really good at",
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      "id": 118,
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      "text": "classifying data. That's a lot of what",
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      "id": 119,
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      "text": "I'm going to talk to you about today.",
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      "id": 120,
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      "text": "And it's really good at real time. So,",
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      "id": 121,
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      "text": "it is fast, fast, fast. So, you can put",
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      "id": 122,
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      "text": "an LLM in a real-time loop in a way that",
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    {
      "id": 123,
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      "text": "was not performant enough with these",
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    {
      "id": 124,
      "start": 327.68,
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      "text": "other models. I do want to explain",
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      "id": 125,
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      "text": "exactly what Jev outputs. And so, I",
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      "id": 126,
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      "text": "to use Jev, go to their docs. The two",
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      "id": 128,
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      "text": "places that I'm using the most are the",
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    },
    {
      "id": 129,
      "start": 338.16,
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      "text": "primitives, so what it returns. And then",
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      "id": 130,
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      "text": "I use some of the patterns in cookbooks.",
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    },
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      "id": 131,
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      "text": "So what will Jev return to you? It will",
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    },
    {
      "id": 132,
      "start": 344.32,
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      "text": "essentially return one of three things.",
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    },
    {
      "id": 133,
      "start": 345.759,
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      "text": "It will return a choice which means you",
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    },
    {
      "id": 134,
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      "text": "can give it text, you can give it a list",
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    },
    {
      "id": 135,
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    },
    {
      "id": 136,
      "start": 353.919,
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      "text": "So, if my question is, what should I",
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    },
    {
      "id": 137,
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      "text": "wear on this date and my choice is a",
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    },
    {
      "id": 138,
      "start": 360.88,
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      "text": "dress, jeans, workout clothes, ski gear,",
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    },
    {
      "id": 139,
      "start": 366.16,
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      "text": "or nothing,",
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    },
    {
      "id": 140,
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      "text": "it'll like maybe pick the dress, right?",
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    },
    {
      "id": 141,
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      "text": "And so that is choice. If I select",
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    },
    {
      "id": 142,
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      "text": "score, it's going to say like how severe",
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    },
    {
      "id": 143,
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    },
    {
      "id": 144,
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      "text": "what it is. This is really good for",
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    },
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      "id": 145,
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    },
    {
      "id": 146,
      "start": 387.68,
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      "text": "here is a great one which is like if you",
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    },
    {
      "id": 147,
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      "text": "get a bug, you want to rank it like",
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      "id": 149,
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      "text": "you what the likelihood that the answer",
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    },
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      "text": "to a question is yes. So if the answer",
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    },
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      "id": 154,
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      "text": "to a question is yes or no, is Claire a",
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      "text": "podcaster? it's going to give you like a",
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      "id": 156,
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      "text": "99% nule because there's a 99% chance",
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    },
    {
      "id": 157,
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      "text": "that I am a podcaster. Okay, so this is",
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    },
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      "id": 158,
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      "text": "how you know you would think about the",
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      "id": 159,
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      "text": "three things it can return. And again,",
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      "id": 160,
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      "id": 161,
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      "text": "software engineer, this is like 90% of",
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    },
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      "id": 162,
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      "text": "software engineering is like doing these",
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    },
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      "id": 163,
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    },
    {
      "id": 164,
      "start": 434.479,
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      "text": "something, routing, saying yes or no.",
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    },
    {
      "id": 165,
      "start": 437.52,
      "end": 441.919,
      "text": "And so it is just so so so powerful. And",
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    },
    {
      "id": 166,
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      "text": "the number one thing I have been using",
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    },
    {
      "id": 167,
      "start": 443.919,
      "end": 448.0,
      "text": "it for is classification of a vast sets",
      "source": "source_caption",
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    },
    {
      "id": 168,
      "start": 448.0,
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      "text": "of unstructured data that would have",
      "source": "source_caption",
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    },
    {
      "id": 169,
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      "text": "been annoying to classify but is very",
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    },
    {
      "id": 170,
      "start": 453.44,
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      "text": "high value. So I'm going to show you",
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      "timing_uncertain": false
    },
    {
      "id": 171,
      "start": 454.72,
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      "text": "those use cases and hopefully this will",
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    },
    {
      "id": 172,
      "start": 456.319,
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      "text": "inspire you about how you can use Jev.",
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    },
    {
      "id": 173,
      "start": 459.599,
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      "text": "Okay. So I'm going to pull up Codeex and",
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    },
    {
      "id": 174,
      "start": 461.199,
      "end": 464.16,
      "text": "show you like two or three examples that",
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    },
    {
      "id": 175,
      "start": 464.16,
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      "text": "are super simple to run, incredibly",
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    },
    {
      "id": 176,
      "start": 466.639,
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      "text": "cheap, and incredibly powerful. This is",
      "source": "source_caption",
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    },
    {
      "id": 177,
      "start": 469.44,
      "end": 472.96,
      "text": "one CTO's, VPs of product, V, you know,",
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      "timing_uncertain": false
    },
    {
      "id": 178,
      "start": 472.96,
      "end": 475.12,
      "text": "chief product officers, listen up. This",
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      "timing_uncertain": false
    },
    {
      "id": 179,
      "start": 475.12,
      "end": 476.72,
      "text": "is the one that three years ago I would",
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    },
    {
      "id": 180,
      "start": 476.72,
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      "text": "have paid truly $100,000 for. So what I",
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      "timing_uncertain": false
    },
    {
      "id": 181,
      "start": 480.319,
      "end": 485.44,
      "text": "had Jev do is look at thousands of PRs.",
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    },
    {
      "id": 182,
      "start": 485.44,
      "end": 488.08,
      "text": "I got PRs. I have connection to to",
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    },
    {
      "id": 183,
      "start": 488.08,
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      "text": "GitHub. Pull every single PR. And then",
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    },
    {
      "id": 184,
      "start": 491.12,
      "end": 492.8,
      "text": "what I had it do, which would have been",
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    },
    {
      "id": 185,
      "start": 492.8,
      "end": 497.199,
      "text": "so impractical in the past, is I said",
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    },
    {
      "id": 186,
      "start": 497.199,
      "end": 501.52,
      "text": "categorize all the PRs. And so use Jev",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 187,
      "start": 501.52,
      "end": 504.639,
      "text": "to do pair-wise relations. And so this",
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    },
    {
      "id": 188,
      "start": 504.639,
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      "text": "is something that I found Jev is really",
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    },
    {
      "id": 189,
      "start": 506.08,
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      "text": "good at is compare like P to PRB and",
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    },
    {
      "id": 190,
      "start": 509.28,
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      "text": "say, are you the same? Are you working",
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    },
    {
      "id": 191,
      "start": 511.12,
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      "text": "on the same thematic area or not? Again,",
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    },
    {
      "id": 192,
      "start": 513.36,
      "end": 514.64,
      "text": "Jev's not going to tell you what the",
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    },
    {
      "id": 193,
      "start": 514.64,
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      "text": "thematic area is unless you give it",
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    },
    {
      "id": 194,
      "start": 516.64,
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      "text": "choices. is it's going to say like yes",
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    },
    {
      "id": 195,
      "start": 518.719,
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      "text": "these two are related or no they're not",
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    },
    {
      "id": 196,
      "start": 521.039,
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      "text": "and I've been doing this a lot where I'm",
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    },
    {
      "id": 197,
      "start": 522.399,
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      "text": "taking vast amounts of data and I'm",
      "source": "source_caption",
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    },
    {
      "id": 198,
      "start": 524.0,
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      "text": "saying like yes related not related yes",
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    },
    {
      "id": 199,
      "start": 525.92,
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      "text": "related not related and it's doing",
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    },
    {
      "id": 200,
      "start": 528.24,
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      "text": "clustering which I find very very useful",
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      "timing_uncertain": false
    },
    {
      "id": 201,
      "start": 530.72,
      "end": 534.399,
      "text": "so I create these clusters of data sets",
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    },
    {
      "id": 202,
      "start": 534.399,
      "end": 537.12,
      "text": "and that's what Jev did and then I used",
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    },
    {
      "id": 203,
      "start": 537.12,
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      "text": "a really cheap model I use Gemini flash",
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    },
    {
      "id": 204,
      "start": 539.68,
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      "text": "light to then take those clusters and",
      "source": "source_caption",
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    },
    {
      "id": 205,
      "start": 542.16,
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      "text": "categorize them and I first ran it on",
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    },
    {
      "id": 206,
      "start": 546.08,
      "end": 547.76,
      "text": "our marketing site where we only have",
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    },
    {
      "id": 207,
      "start": 547.76,
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      "text": "like 112 PRs. It cost me 1.1 cent. I",
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      "timing_uncertain": false
    },
    {
      "id": 208,
      "start": 551.6,
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      "text": "guess they wouldn't round down that.1",
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    },
    {
      "id": 209,
      "start": 553.6,
      "end": 556.48,
      "text": "penny. And you can see here, it lets me",
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      "timing_uncertain": false
    },
    {
      "id": 210,
      "start": 556.48,
      "end": 558.399,
      "text": "see how much my work is related to",
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    },
    {
      "id": 211,
      "start": 558.399,
      "end": 560.8,
      "text": "maintenance, content, tools, site, and",
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    },
    {
      "id": 212,
      "start": 560.8,
      "end": 563.6,
      "text": "conversion services or docs. Super",
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    },
    {
      "id": 213,
      "start": 563.6,
      "end": 566.48,
      "text": "useful. Again, it ran very, very, very",
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    },
    {
      "id": 214,
      "start": 566.48,
      "end": 568.56,
      "text": "fast and very cheap. But then I ran it",
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    },
    {
      "id": 215,
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      "text": "on my chat PRD app, which has about",
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    },
    {
      "id": 216,
      "start": 570.48,
      "end": 573.2,
      "text": "2,000 PRs on it to date in this calendar",
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    },
    {
      "id": 217,
      "start": 573.2,
      "end": 576.0,
      "text": "year. because it has a lot more PRs. It",
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    },
    {
      "id": 218,
      "start": 576.0,
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      "text": "cost me a lot more money. And by a lot",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 219,
      "start": 577.92,
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      "text": "more money, I mean nine whole cents. It",
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    },
    {
      "id": 220,
      "start": 581.44,
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      "text": "cost me 9 cents to do this. It took",
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      "timing_uncertain": false
    },
    {
      "id": 221,
      "start": 583.519,
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      "text": "probably about 2 minutes. What it did is",
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    },
    {
      "id": 222,
      "start": 586.32,
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      "text": "it analyzed 1,700 PRs. It did 17 found",
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    },
    {
      "id": 223,
      "start": 591.279,
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      "text": "17,000",
      "source": "source_caption",
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    },
    {
      "id": 224,
      "start": 592.949,
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      "text": "17,000",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 225,
      "start": 592.959,
      "end": 595.279,
      "text": "pairs in those PRs of things that could",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 226,
      "start": 595.279,
      "end": 598.08,
      "text": "be matched. And then the themes were",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 227,
      "start": 598.08,
      "end": 601.839,
      "text": "labeled by Gemini Flash Light. And it",
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      "timing_uncertain": false
    },
    {
      "id": 228,
      "start": 601.839,
      "end": 604.959,
      "text": "pulled all of the data out. I mean,",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 229,
      "start": 604.959,
      "end": 606.63,
      "text": "again,",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 230,
      "start": 606.63,
      "end": 606.64,
      "text": "again,",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 231,
      "start": 606.64,
      "end": 610.08,
      "text": "CTO's, CEOs, like I know you're asked",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 232,
      "start": 610.08,
      "end": 612.0,
      "text": "this by the board and by your team and",
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      "timing_uncertain": false
    },
    {
      "id": 233,
      "start": 612.0,
      "end": 613.76,
      "text": "by your boss all the time, like what",
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      "timing_uncertain": false
    },
    {
      "id": 234,
      "start": 613.76,
      "end": 616.48,
      "text": "percentage of work is going to what",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 235,
      "start": 616.48,
      "end": 617.76,
      "text": "initiatives? Like, tell me the",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 236,
      "start": 617.76,
      "end": 619.36,
      "text": "percentage to tech debt. Tell me the",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 237,
      "start": 619.36,
      "end": 620.72,
      "text": "percentage to this product or that",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 238,
      "start": 620.72,
      "end": 623.12,
      "text": "product. And you can see here it got",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 239,
      "start": 623.12,
      "end": 625.279,
      "text": "down. It excluded our docs PRs because",
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      "timing_uncertain": false
    },
    {
      "id": 240,
      "start": 625.279,
      "end": 627.839,
      "text": "those are completely separate. almost",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 241,
      "start": 627.839,
      "end": 630.399,
      "text": "30% of the effort the PRs that we do at",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 242,
      "start": 630.399,
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      "text": "Chat Pured are around platform security",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 243,
      "start": 632.959,
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      "text": "and infrastructure. on being a good",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 244,
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      "text": "citizen and investing in security",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 245,
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      "text": "performance and infrastructure and then",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 246,
      "start": 638.8,
      "end": 640.72,
      "text": "of course because we're a chatbot a",
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      "timing_uncertain": false
    },
    {
      "id": 247,
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      "text": "conversational AI reliability and then",
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      "timing_uncertain": false
    },
    {
      "id": 248,
      "start": 643.68,
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      "text": "some product areas that we invest in are",
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      "timing_uncertain": false
    },
    {
      "id": 249,
      "start": 645.6,
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      "text": "like data and integrations document",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 250,
      "start": 647.519,
      "end": 650.16,
      "text": "editing and prototyping which is new and",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 251,
      "start": 650.16,
      "end": 654.72,
      "text": "so this was so cheap so fast it is",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 252,
      "start": 654.72,
      "end": 656.8,
      "text": "accurate like I can just tell you yes",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 253,
      "start": 656.8,
      "end": 658.32,
      "text": "this is where we're investing our time",
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      "timing_uncertain": false
    },
    {
      "id": 254,
      "start": 658.32,
      "end": 660.72,
      "text": "and you can even see as we invest more",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 255,
      "start": 660.72,
      "end": 663.6,
      "text": "in different things over the last couple",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 256,
      "start": 663.6,
      "end": 666.0,
      "text": "months it goes up. And so this is just",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 257,
      "start": 666.0,
      "end": 668.64,
      "text": "an example of how powerful, cheap, and",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 258,
      "start": 668.64,
      "end": 673.04,
      "text": "good Jev can be on large data sets. And",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 259,
      "start": 673.04,
      "end": 675.12,
      "text": "then I want to give you all one that",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 260,
      "start": 675.12,
      "end": 677.76,
      "text": "even if you don't have like a big repo",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 261,
      "start": 677.76,
      "end": 680.32,
      "text": "with PRs everywhere that you can run,",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 262,
      "start": 680.32,
      "end": 683.6,
      "text": "which is you can run this on your local",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 263,
      "start": 683.6,
      "end": 687.2,
      "text": "cloud code and codec sessions. So all of",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 264,
      "start": 687.2,
      "end": 689.12,
      "text": "your cloud code and codec sessions are",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 265,
      "start": 689.12,
      "end": 691.92,
      "text": "stored locally. And so you can actually",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 266,
      "start": 691.92,
      "end": 695.68,
      "text": "run this analysis on everything stored",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 267,
      "start": 695.68,
      "end": 698.32,
      "text": "on your local machine. So I did that",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 268,
      "start": 698.32,
      "end": 700.48,
      "text": "while Codex kicked off a thread to do",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 269,
      "start": 700.48,
      "end": 704.56,
      "text": "that. And you can see depending on what",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 270,
      "start": 704.56,
      "end": 707.68,
      "text": "you count as like effort how much I'm",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 271,
      "start": 707.68,
      "end": 709.76,
      "text": "spending on different things. So I do a",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 272,
      "start": 709.76,
      "end": 711.6,
      "text": "lot of product engineering. And so for",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 273,
      "start": 711.6,
      "end": 715.12,
      "text": "grouping by user turns in January I was",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 274,
      "start": 715.12,
      "end": 718.399,
      "text": "almost exclusively doing engineering",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 275,
      "start": 718.399,
      "end": 720.88,
      "text": "tasks in cloud code and codecs. And then",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 276,
      "start": 720.88,
      "end": 723.12,
      "text": "as you kind of like come into this new",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 277,
      "start": 723.12,
      "end": 727.279,
      "text": "world now in September less than 40% it",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 278,
      "start": 727.279,
      "end": 728.88,
      "text": "looks like of my tasks are actually",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 279,
      "start": 728.88,
      "end": 731.44,
      "text": "engineering tasks. I'm doing a lot more",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 280,
      "start": 731.44,
      "end": 733.68,
      "text": "work with agents which makes a lot of",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 281,
      "start": 733.68,
      "end": 735.6,
      "text": "sense. And then I'm doing a lot more",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 282,
      "start": 735.6,
      "end": 737.279,
      "text": "like publishing media. I'm doing a lot",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 283,
      "start": 737.279,
      "end": 739.839,
      "text": "of our videos through. And then you can",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 284,
      "start": 739.839,
      "end": 741.6,
      "text": "see I have a new business. So client",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 285,
      "start": 741.6,
      "end": 744.0,
      "text": "delivery, family and personal stuff. And",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 286,
      "start": 744.0,
      "end": 746.24,
      "text": "then where it couldn't categorize or it",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 287,
      "start": 746.24,
      "end": 748.48,
      "text": "was unclear. If I take it to session",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 288,
      "start": 748.48,
      "end": 750.399,
      "text": "days, you can see again most of my",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 289,
      "start": 750.399,
      "end": 753.2,
      "text": "sessions were coding. And now it's like",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 290,
      "start": 753.2,
      "end": 756.399,
      "text": "more equally split across different use",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 291,
      "start": 756.399,
      "end": 759.2,
      "text": "cases. And so if you think about this,",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 292,
      "start": 759.2,
      "end": 761.44,
      "text": "it is just super useful to do meta",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 293,
      "start": 761.44,
      "end": 764.24,
      "text": "analysis on all this data that's sitting",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 294,
      "start": 764.24,
      "end": 767.04,
      "text": "on your desktop that LMS can totally",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 295,
      "start": 767.04,
      "end": 769.279,
      "text": "parse. that will cost you basically no",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 296,
      "start": 769.279,
      "end": 771.68,
      "text": "money and give you a lot of insight that",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 297,
      "start": 771.68,
      "end": 774.24,
      "text": "I think previously would have been hard",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 298,
      "start": 774.24,
      "end": 777.92,
      "text": "to get. So these are two use cases I",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 299,
      "start": 777.92,
      "end": 780.079,
      "text": "think everybody who is coding should do.",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 300,
      "start": 780.079,
      "end": 781.44,
      "text": "The third one and I won't show it",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 301,
      "start": 781.44,
      "end": 782.48,
      "text": "because it's a lot of my private",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 302,
      "start": 782.48,
      "end": 784.88,
      "text": "information is I did run this on my",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 303,
      "start": 784.88,
      "end": 787.519,
      "text": "personal Gmail. So I basically said like",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 304,
      "start": 787.519,
      "end": 789.44,
      "text": "given a subject line and a snippet",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 305,
      "start": 789.44,
      "end": 790.959,
      "text": "categorize whether or not I can like",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 306,
      "start": 790.959,
      "end": 792.8,
      "text": "delete this email like score whether or",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 307,
      "start": 792.8,
      "end": 794.72,
      "text": "not I can delete this email. It did it",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 308,
      "start": 794.72,
      "end": 796.72,
      "text": "very fast and then it gave me very clean",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 309,
      "start": 796.72,
      "end": 799.519,
      "text": "tags that I could go through and then",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 310,
      "start": 799.519,
      "end": 801.6,
      "text": "have another model work through",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 311,
      "start": 801.6,
      "end": 804.079,
      "text": "categorized emails. And so this is where",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 312,
      "start": 804.079,
      "end": 807.68,
      "text": "I would say like Jev alone is okay. Jev",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 313,
      "start": 807.68,
      "end": 811.2,
      "text": "with an LLM buddy is super powerful. So",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 314,
      "start": 811.2,
      "end": 812.959,
      "text": "what I like to do with Jab is I like to",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 315,
      "start": 812.959,
      "end": 815.76,
      "text": "take a big corpus of information, tag",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 316,
      "start": 815.76,
      "end": 819.12,
      "text": "it, categorize it, cluster it, filter",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 317,
      "start": 819.12,
      "end": 823.04,
      "text": "it, and then apply really precise AI",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 318,
      "start": 823.04,
      "end": 826.24,
      "text": "actions to the right clusters. And so",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 319,
      "start": 826.24,
      "end": 828.639,
      "text": "that could be take your bugs, take your",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 320,
      "start": 828.639,
      "end": 830.639,
      "text": "high severity ones and really triage",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 321,
      "start": 830.639,
      "end": 832.56,
      "text": "them deeply. It could be take your",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 322,
      "start": 832.56,
      "end": 834.56,
      "text": "emails, group them into like you can",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 323,
      "start": 834.56,
      "end": 836.079,
      "text": "definitely delete them and ignore them,",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 324,
      "start": 836.079,
      "end": 837.68,
      "text": "delete them, and then work your other",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 325,
      "start": 837.68,
      "end": 840.0,
      "text": "emails with an agent. It's just all",
      "source": "source_caption",
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      "id": 327,
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      "id": 328,
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      "text": "helpful. So, I think this is so",
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    },
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      "id": 329,
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      "text": "powerful. I hope it unlocks your minds",
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    },
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      "text": "on what Jev can do. I want to show you",
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    },
    {
      "id": 331,
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      "text": "like the biggest version of this that",
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    },
    {
      "id": 332,
      "start": 856.24,
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      "text": "I've done just to like kind of give you",
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    },
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    },
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      "text": "and then I'll show a couple like fun",
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    },
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    },
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    },
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      "id": 338,
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    },
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      "id": 339,
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      "text": "this product. So chat PD I'm trying to",
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    },
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      "text": "build like a product insights graph.",
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    },
    {
      "id": 341,
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      "text": "Basically, I'm like trying to suck in",
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      "timing_uncertain": false
    },
    {
      "id": 342,
      "start": 881.519,
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      "text": "everybody's data and tell you really",
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    },
    {
      "id": 343,
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      "text": "interesting insights about it. And I",
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    },
    {
      "id": 344,
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      "text": "have used every frontier model there is",
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    },
    {
      "id": 345,
      "start": 889.44,
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      "text": "to try to figure out. And it's just",
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    },
    {
      "id": 346,
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      "text": "really hard. There's just too much",
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    },
    {
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      "text": "nuance in all the data to kind of like",
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    },
    {
      "id": 348,
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      "text": "gro all this, get it in structured",
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    },
    {
      "id": 349,
      "start": 898.0,
      "end": 899.68,
      "text": "format, do the right like structured,",
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    },
    {
      "id": 350,
      "start": 899.68,
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      "text": "unstructured. It's super expensive. I've",
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    },
    {
      "id": 351,
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      "text": "spent thousands of dollars if not tens",
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    },
    {
      "id": 352,
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      "text": "of thousands of dollars trying to",
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    },
    {
      "id": 353,
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      "text": "prototype this. It's just hard. And I",
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    },
    {
      "id": 354,
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    },
    {
      "id": 355,
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      "text": "kind of want to show you what that",
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    },
    {
      "id": 356,
      "start": 915.199,
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      "text": "means,",
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    },
    {
      "id": 357,
      "start": 916.71,
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      "text": "means,",
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    },
    {
      "id": 358,
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      "text": "which is it's not that I like Jev has",
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    },
    {
      "id": 359,
      "start": 920.32,
      "end": 924.0,
      "text": "done it all at all. It is actually I",
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    },
    {
      "id": 360,
      "start": 924.0,
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      "text": "have figured out where classification,",
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    },
    {
      "id": 361,
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      "end": 930.079,
      "text": "clustering, and mapping are important",
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    },
    {
      "id": 362,
      "start": 930.079,
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      "text": "and I put Jeff there. And then I figure",
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    },
    {
      "id": 363,
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      "text": "out where like the big brains like",
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    },
    {
      "id": 364,
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      "text": "analysis,",
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    },
    {
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      "text": "analysis,",
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    },
    {
      "id": 366,
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    },
    {
      "id": 367,
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      "text": "put like Astra there. And then like",
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    },
    {
      "id": 368,
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      "text": "where generation is important, I use",
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    },
    {
      "id": 369,
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      "text": "like a soul or a Luna. And so if you",
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    },
    {
      "id": 370,
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      "text": "look at this map and it's like probably",
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      "timing_uncertain": false
    },
    {
      "id": 371,
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      "text": "not that interesting to you all because",
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    },
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      "id": 372,
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      "text": "it's very internal to chat pd but you",
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    },
    {
      "id": 373,
      "start": 954.88,
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      "text": "can see like I extract things, I extract",
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    },
    {
      "id": 374,
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      "text": "labels, I then quickly assign everything",
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    },
    {
      "id": 375,
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      "text": "to those labels with Jev, then I pair",
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    },
    {
      "id": 376,
      "start": 964.24,
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      "text": "those clusters in those groups with",
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    },
    {
      "id": 377,
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      "text": "Astra and I say like what the heck's",
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    },
    {
      "id": 378,
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      "text": "going on across all of this. And then it",
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    },
    {
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      "text": "extracts more insights and all of a",
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    },
    {
      "id": 380,
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      "text": "sudden I have this really cool product.",
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      "timing_uncertain": false
    },
    {
      "id": 381,
      "start": 975.12,
      "end": 977.04,
      "text": "And just to give you a sense of like the",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 382,
      "start": 977.04,
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      "text": "scope of data here, I'm probably pulling",
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    },
    {
      "id": 383,
      "start": 980.079,
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      "text": "about a,00and um, 1100 individual",
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    },
    {
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      "text": "signals into this. So these are PRs,",
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      "timing_uncertain": false
    },
    {
      "id": 385,
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      "text": "these are support tickets, these are",
      "source": "source_caption",
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    },
    {
      "id": 386,
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      "text": "granola conversations,",
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    },
    {
      "id": 387,
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      "text": "these are um, linear tickets. They're",
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    },
    {
      "id": 388,
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      "text": "like kind of like all the signals in our",
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    },
    {
      "id": 389,
      "start": 996.0,
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      "text": "business about what people are worried",
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    },
    {
      "id": 390,
      "start": 998.0,
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      "text": "about and what is going on. And then I'm",
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    },
    {
      "id": 391,
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      "text": "getting now like this gap between what",
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      "timing_uncertain": false
    },
    {
      "id": 392,
      "start": 1005.04,
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      "text": "are customers telling us they want and",
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      "timing_uncertain": false
    },
    {
      "id": 393,
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      "text": "what are we actually working on and I",
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    },
    {
      "id": 394,
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      "text": "can get those trends over time I can get",
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    },
    {
      "id": 395,
      "start": 1011.92,
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    },
    {
      "id": 396,
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      "text": "I can get details about them so it's",
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    },
    {
      "id": 397,
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      "text": "just really super fascinating very",
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    },
    {
      "id": 398,
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    },
    {
      "id": 399,
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    },
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    },
    {
      "id": 401,
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      "text": "because before I was really like trying",
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    },
    {
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    },
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    },
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    },
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      "text": "combine these like very cheap decision",
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    },
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    },
    {
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    },
    {
      "id": 408,
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    },
    {
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    },
    {
      "id": 410,
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      "text": "unlocked this product and it has taken",
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    },
    {
      "id": 411,
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    },
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    },
    {
      "id": 413,
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    },
    {
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      "text": "200,000",
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    },
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    },
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      "text": "classification and pair-wise groupings",
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    },
    {
      "id": 417,
      "start": 1067.679,
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      "text": "and it probably cost me four bucks on",
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    },
    {
      "id": 418,
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      "text": "the Jeff side. It's cost me a lot more",
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    },
    {
      "id": 419,
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      "text": "on the Astra side. But I just think like",
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    },
    {
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    },
    {
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    },
    {
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      "text": "clustering decisions could unlock really",
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    },
    {
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      "text": "complex products and how you might use",
      "source": "source_caption",
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    },
    {
      "id": 424,
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      "text": "as I'm showing here Jev alongside some",
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    },
    {
      "id": 425,
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      "text": "smarter models. It's like really blowing",
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    },
    {
      "id": 426,
      "start": 1091.44,
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      "text": "my mind right now and I think is it",
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    },
    {
      "id": 427,
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      "text": "should be interesting for those out",
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    },
    {
      "id": 428,
      "start": 1094.72,
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      "text": "there building interesting data",
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    },
    {
      "id": 429,
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      "text": "products. So, so far I've told you like",
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    },
    {
      "id": 430,
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      "text": "what Jeb is, how you can use it on PR",
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    },
    {
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      "text": "review or data analysis, how you can use",
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    },
    {
      "id": 432,
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      "text": "it on your local sessions, how you could",
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    },
    {
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      "id": 547,
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    {
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    {
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    {
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    {
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    },
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      "id": 563,
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      "text": "it, but you can imagine how fun it would",
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      "text": "Just for you all to know kind of how it",
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    },
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    {
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    },
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      "id": 571,
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    },
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      "id": 572,
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      "id": 573,
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    },
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    },
    {
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    },
    {
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      "id": 577,
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      "text": "then it scores them against my sentiment",
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    },
    {
      "id": 578,
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      "text": "and then it shows it on the screen. So",
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    },
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      "text": "again like running locally not the",
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    },
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      "text": "fastest. I'm sure I could optimize it by",
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    },
    {
      "id": 581,
      "start": 1503.52,
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      "text": "caching a bunch of this stuff and you",
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      "timing_uncertain": false
    },
    {
      "id": 582,
      "start": 1505.6,
      "end": 1507.84,
      "text": "know doing all sorts of things but again",
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      "timing_uncertain": false
    },
    {
      "id": 583,
      "start": 1507.84,
      "end": 1510.96,
      "text": "like a little like magic use case that I",
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      "timing_uncertain": false
    },
    {
      "id": 584,
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      "text": "think is really indicative of the kinds",
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    },
    {
      "id": 585,
      "start": 1513.919,
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      "text": "of things you can build with Jeb. So",
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      "timing_uncertain": false
    },
    {
      "id": 586,
      "start": 1518.32,
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      "text": "that is my Jev 101. How to use it on",
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    },
    {
      "id": 587,
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      "end": 1524.159,
      "text": "your own data how to use it with other",
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    },
    {
      "id": 588,
      "start": 1524.159,
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      "text": "models and how to build some fun",
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      "timing_uncertain": false
    },
    {
      "id": 589,
      "start": 1526.799,
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      "text": "realtime experiences in your app intro.",
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      "timing_uncertain": false
    },
    {
      "id": 590,
      "start": 1530.08,
      "end": 1533.679,
      "text": "Again, as I said, this is Jev episode",
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      "timing_uncertain": false
    },
    {
      "id": 591,
      "start": 1533.679,
      "end": 1535.52,
      "text": "number one this week. So, we're going to",
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      "timing_uncertain": false
    },
    {
      "id": 592,
      "start": 1535.52,
      "end": 1538.64,
      "text": "have another one midweek with one of our",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 593,
      "start": 1538.64,
      "end": 1540.72,
      "text": "most popular guests. So, if you are",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 594,
      "start": 1540.72,
      "end": 1543.679,
      "text": "excited about that episode, subscribe,",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 595,
      "start": 1543.679,
      "end": 1545.44,
      "text": "comment, let me know what you want us to",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 596,
      "start": 1545.44,
      "end": 1547.279,
      "text": "talk about, what questions I can answer",
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      "timing_uncertain": false
    },
    {
      "id": 597,
      "start": 1547.279,
      "end": 1550.0,
      "text": "about Jeb. And until then, it has been",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 598,
      "start": 1550.0,
      "end": 1552.24,
      "text": "so nice showing you my favorite new",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 599,
      "start": 1552.24,
      "end": 1556.799,
      "text": "model. Thanks for joining How I AI.",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 600,
      "start": 1556.799,
      "end": 1558.64,
      "text": "Thanks so much for watching. If you",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 601,
      "start": 1558.64,
      "end": 1560.4,
      "text": "enjoyed this show, please like and",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 602,
      "start": 1560.4,
      "end": 1562.08,
      "text": "subscribe here on YouTube, or even",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 603,
      "start": 1562.08,
      "end": 1563.52,
      "text": "better, leave us a comment with your",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 604,
      "start": 1563.52,
      "end": 1565.919,
      "text": "thoughts. You can also find this podcast",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 605,
      "start": 1565.919,
      "end": 1568.88,
      "text": "on Apple Podcasts, Spotify, or your",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 606,
      "start": 1568.88,
      "end": 1571.2,
      "text": "favorite podcast app. Please consider",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 607,
      "start": 1571.2,
      "end": 1573.039,
      "text": "leaving us a rating and review, which",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 608,
      "start": 1573.039,
      "end": 1575.679,
      "text": "will help others find the show. You can",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 609,
      "start": 1575.679,
      "end": 1577.919,
      "text": "see all our episodes and learn more",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 610,
      "start": 1577.919,
      "end": 1581.6,
      "text": "about the show at howiaipod.com.",
      "source": "source_caption",
      "timing_uncertain": false
    },
    {
      "id": 611,
      "start": 1581.6,
      "end": 1585.0,
      "text": "See you next time.",
      "source": "source_caption",
      "timing_uncertain": false
    }
  ]
}