[
  {
    "startMs": 1309,
    "text": "[music]"
  },
  {
    "startMs": 12559,
    "text": "Thanks for turning up to a talk about"
  },
  {
    "startMs": 14310,
    "text": "Thanks for turning up to a talk about"
  },
  {
    "startMs": 14320,
    "text": "Thanks for turning up to a talk about agents and context. I, you know, I"
  },
  {
    "startMs": 17349,
    "text": "agents and context. I, you know, I"
  },
  {
    "startMs": 17359,
    "text": "agents and context. I, you know, I didn't think these were keywords that"
  },
  {
    "startMs": 18550,
    "text": "didn't think these were keywords that"
  },
  {
    "startMs": 18560,
    "text": "didn't think these were keywords that would really hit today. Uh, I'm sure it"
  },
  {
    "startMs": 21029,
    "text": "would really hit today. Uh, I'm sure it"
  },
  {
    "startMs": 21039,
    "text": "would really hit today. Uh, I'm sure it won't be the the last the last time you"
  },
  {
    "startMs": 22950,
    "text": "won't be the the last the last time you"
  },
  {
    "startMs": 22960,
    "text": "won't be the the last the last time you hear about it, but I'm going to try and"
  },
  {
    "startMs": 24950,
    "text": "hear about it, but I'm going to try and"
  },
  {
    "startMs": 24960,
    "text": "hear about it, but I'm going to try and kind of get out of the the inner loop a"
  },
  {
    "startMs": 27750,
    "text": "kind of get out of the the inner loop a"
  },
  {
    "startMs": 27760,
    "text": "kind of get out of the the inner loop a little bit uh and think more about the"
  },
  {
    "startMs": 29269,
    "text": "little bit uh and think more about the"
  },
  {
    "startMs": 29279,
    "text": "little bit uh and think more about the outer loop of of agents. So, um, excuse"
  },
  {
    "startMs": 31910,
    "text": "outer loop of of agents. So, um, excuse"
  },
  {
    "startMs": 31920,
    "text": "outer loop of of agents. So, um, excuse me if it feels a little off topic at"
  },
  {
    "startMs": 33510,
    "text": "me if it feels a little off topic at"
  },
  {
    "startMs": 33520,
    "text": "me if it feels a little off topic at times, but we we'll get there."
  },
  {
    "startMs": 37510,
    "text": "times, but we we'll get there."
  },
  {
    "startMs": 37520,
    "text": "times, but we we'll get there. So, yeah, I I work at a company called"
  },
  {
    "startMs": 39190,
    "text": "So, yeah, I I work at a company called"
  },
  {
    "startMs": 39200,
    "text": "So, yeah, I I work at a company called Linear. Um, I'll start with a just a"
  },
  {
    "startMs": 42150,
    "text": "Linear. Um, I'll start with a just a"
  },
  {
    "startMs": 42160,
    "text": "Linear. Um, I'll start with a just a quick intro for those in the room that"
  },
  {
    "startMs": 44229,
    "text": "quick intro for those in the room that"
  },
  {
    "startMs": 44239,
    "text": "quick intro for those in the room that might not be familiar. Uh, Lineia"
  },
  {
    "startMs": 46549,
    "text": "might not be familiar. Uh, Lineia"
  },
  {
    "startMs": 46559,
    "text": "might not be familiar. Uh, Lineia started life as an issue tracker. Um, it"
  },
  {
    "startMs": 50389,
    "text": "started life as an issue tracker. Um, it"
  },
  {
    "startMs": 50399,
    "text": "started life as an issue tracker. Um, it was born out of the frustrations with"
  },
  {
    "startMs": 52630,
    "text": "was born out of the frustrations with"
  },
  {
    "startMs": 52640,
    "text": "was born out of the frustrations with the existing products in the space. Uh,"
  },
  {
    "startMs": 55510,
    "text": "the existing products in the space. Uh,"
  },
  {
    "startMs": 55520,
    "text": "the existing products in the space. Uh, how poor quality they were, kind of"
  },
  {
    "startMs": 57350,
    "text": "how poor quality they were, kind of"
  },
  {
    "startMs": 57360,
    "text": "how poor quality they were, kind of slow, hard to use, buggy, slow. I won't"
  },
  {
    "startMs": 61430,
    "text": "slow, hard to use, buggy, slow. I won't"
  },
  {
    "startMs": 61440,
    "text": "slow, hard to use, buggy, slow. I won't name any specific products, but you may"
  },
  {
    "startMs": 63510,
    "text": "name any specific products, but you may"
  },
  {
    "startMs": 63520,
    "text": "name any specific products, but you may have used other products in the space."
  },
  {
    "startMs": 65670,
    "text": "have used other products in the space."
  },
  {
    "startMs": 65680,
    "text": "have used other products in the space. Um, so you know, the founders very"
  },
  {
    "startMs": 68149,
    "text": "Um, so you know, the founders very"
  },
  {
    "startMs": 68159,
    "text": "Um, so you know, the founders very selfishly uh wanted to work with great"
  },
  {
    "startMs": 70710,
    "text": "selfishly uh wanted to work with great"
  },
  {
    "startMs": 70720,
    "text": "selfishly uh wanted to work with great tools. you the gra the the the best"
  },
  {
    "startMs": 73350,
    "text": "tools. you the gra the the the best"
  },
  {
    "startMs": 73360,
    "text": "tools. you the gra the the the best crafts people"
  },
  {
    "startMs": 75429,
    "text": "crafts people"
  },
  {
    "startMs": 75439,
    "text": "crafts people always invest in the highest quality"
  },
  {
    "startMs": 77510,
    "text": "always invest in the highest quality"
  },
  {
    "startMs": 77520,
    "text": "always invest in the highest quality tools that they can afford. Uh and we"
  },
  {
    "startMs": 79590,
    "text": "tools that they can afford. Uh and we"
  },
  {
    "startMs": 79600,
    "text": "tools that they can afford. Uh and we felt that at the time you know engineers"
  },
  {
    "startMs": 81910,
    "text": "felt that at the time you know engineers"
  },
  {
    "startMs": 81920,
    "text": "felt that at the time you know engineers had a distinct lack of good tools. Uh"
  },
  {
    "startMs": 84310,
    "text": "had a distinct lack of good tools. Uh"
  },
  {
    "startMs": 84320,
    "text": "had a distinct lack of good tools. Uh now this this was around 2019. This is"
  },
  {
    "startMs": 86550,
    "text": "now this this was around 2019. This is"
  },
  {
    "startMs": 86560,
    "text": "now this this was around 2019. This is when uh linear was founded. Um and you"
  },
  {
    "startMs": 91030,
    "text": "when uh linear was founded. Um and you"
  },
  {
    "startMs": 91040,
    "text": "when uh linear was founded. Um and you know you you might say that the world"
  },
  {
    "startMs": 92630,
    "text": "know you you might say that the world"
  },
  {
    "startMs": 92640,
    "text": "know you you might say that the world has changed a lot since then. Um some"
  },
  {
    "startMs": 96069,
    "text": "has changed a lot since then. Um some"
  },
  {
    "startMs": 96079,
    "text": "has changed a lot since then. Um some some things have happened since 2019"
  },
  {
    "startMs": 98230,
    "text": "some things have happened since 2019"
  },
  {
    "startMs": 98240,
    "text": "some things have happened since 2019 since 2020. Uh, but as you know, as a"
  },
  {
    "startMs": 100390,
    "text": "since 2020. Uh, but as you know, as a"
  },
  {
    "startMs": 100400,
    "text": "since 2020. Uh, but as you know, as a company, we're we're still striving to"
  },
  {
    "startMs": 101749,
    "text": "company, we're we're still striving to"
  },
  {
    "startMs": 101759,
    "text": "company, we're we're still striving to to build build high quality software and"
  },
  {
    "startMs": 104149,
    "text": "to build build high quality software and"
  },
  {
    "startMs": 104159,
    "text": "to build build high quality software and and build systems that enable that for"
  },
  {
    "startMs": 106149,
    "text": "and build systems that enable that for"
  },
  {
    "startMs": 106159,
    "text": "and build systems that enable that for everybody else."
  },
  {
    "startMs": 108710,
    "text": "everybody else."
  },
  {
    "startMs": 108720,
    "text": "everybody else. So, what what changed? I hope you guys"
  },
  {
    "startMs": 111429,
    "text": "So, what what changed? I hope you guys"
  },
  {
    "startMs": 111439,
    "text": "So, what what changed? I hope you guys will just humor me for a second here."
  },
  {
    "startMs": 114149,
    "text": "will just humor me for a second here."
  },
  {
    "startMs": 114159,
    "text": "will just humor me for a second here. Um, this is not new information to you,"
  },
  {
    "startMs": 117270,
    "text": "Um, this is not new information to you,"
  },
  {
    "startMs": 117280,
    "text": "Um, this is not new information to you, but I I I want to just like bask in in"
  },
  {
    "startMs": 120389,
    "text": "but I I I want to just like bask in in"
  },
  {
    "startMs": 120399,
    "text": "but I I I want to just like bask in in how fast this stuff moves for a split"
  },
  {
    "startMs": 122389,
    "text": "how fast this stuff moves for a split"
  },
  {
    "startMs": 122399,
    "text": "how fast this stuff moves for a split second. like we've we've had a complete"
  },
  {
    "startMs": 125109,
    "text": "second. like we've we've had a complete"
  },
  {
    "startMs": 125119,
    "text": "second. like we've we've had a complete reinvention of software engineering in"
  },
  {
    "startMs": 127190,
    "text": "reinvention of software engineering in"
  },
  {
    "startMs": 127200,
    "text": "reinvention of software engineering in the time that that our company exists"
  },
  {
    "startMs": 129029,
    "text": "the time that that our company exists"
  },
  {
    "startMs": 129039,
    "text": "the time that that our company exists and it's only half a decade old. Um it's"
  },
  {
    "startMs": 132790,
    "text": "and it's only half a decade old. Um it's"
  },
  {
    "startMs": 132800,
    "text": "and it's only half a decade old. Um it's not that long ago that tab completion"
  },
  {
    "startMs": 135430,
    "text": "not that long ago that tab completion"
  },
  {
    "startMs": 135440,
    "text": "not that long ago that tab completion came out. Um at least AI assisted tab"
  },
  {
    "startMs": 138070,
    "text": "came out. Um at least AI assisted tab"
  },
  {
    "startMs": 138080,
    "text": "came out. Um at least AI assisted tab completion with like GitHub copilot in"
  },
  {
    "startMs": 140150,
    "text": "completion with like GitHub copilot in"
  },
  {
    "startMs": 140160,
    "text": "completion with like GitHub copilot in 2021. Um"
  },
  {
    "startMs": 143030,
    "text": "2021. Um"
  },
  {
    "startMs": 143040,
    "text": "2021. Um coding agents did not exist in any"
  },
  {
    "startMs": 146550,
    "text": "coding agents did not exist in any"
  },
  {
    "startMs": 146560,
    "text": "coding agents did not exist in any functional sense until 2 years ago. Um,"
  },
  {
    "startMs": 150309,
    "text": "functional sense until 2 years ago. Um,"
  },
  {
    "startMs": 150319,
    "text": "functional sense until 2 years ago. Um, the first coding agents came out in"
  },
  {
    "startMs": 151990,
    "text": "the first coding agents came out in"
  },
  {
    "startMs": 152000,
    "text": "the first coding agents came out in 2024."
  },
  {
    "startMs": 153509,
    "text": "2024."
  },
  {
    "startMs": 153519,
    "text": "2024. Um, these were really early. They were"
  },
  {
    "startMs": 155509,
    "text": "Um, these were really early. They were"
  },
  {
    "startMs": 155519,
    "text": "Um, these were really early. They were not that great and you definitely had to"
  },
  {
    "startMs": 157190,
    "text": "not that great and you definitely had to"
  },
  {
    "startMs": 157200,
    "text": "not that great and you definitely had to be kind of cutting edge to be using"
  },
  {
    "startMs": 158550,
    "text": "be kind of cutting edge to be using"
  },
  {
    "startMs": 158560,
    "text": "be kind of cutting edge to be using them."
  },
  {
    "startMs": 160309,
    "text": "them."
  },
  {
    "startMs": 160319,
    "text": "them. Um, so coding agents themselves are both"
  },
  {
    "startMs": 162790,
    "text": "Um, so coding agents themselves are both"
  },
  {
    "startMs": 162800,
    "text": "Um, so coding agents themselves are both like long in the tooth and like super"
  },
  {
    "startMs": 165270,
    "text": "like long in the tooth and like super"
  },
  {
    "startMs": 165280,
    "text": "like long in the tooth and like super early right now. Um, I'm assuming that"
  },
  {
    "startMs": 169430,
    "text": "early right now. Um, I'm assuming that"
  },
  {
    "startMs": 169440,
    "text": "early right now. Um, I'm assuming that if you're in this room, you're probably"
  },
  {
    "startMs": 171670,
    "text": "if you're in this room, you're probably"
  },
  {
    "startMs": 171680,
    "text": "if you're in this room, you're probably using a coding agent as the primary way"
  },
  {
    "startMs": 173910,
    "text": "using a coding agent as the primary way"
  },
  {
    "startMs": 173920,
    "text": "using a coding agent as the primary way to work right now. Um, that is the"
  },
  {
    "startMs": 177350,
    "text": "to work right now. Um, that is the"
  },
  {
    "startMs": 177360,
    "text": "to work right now. Um, that is the assumption of this talk. If not, come to"
  },
  {
    "startMs": 179670,
    "text": "assumption of this talk. If not, come to"
  },
  {
    "startMs": 179680,
    "text": "assumption of this talk. If not, come to me afterwards. I'm intrigued what you're"
  },
  {
    "startMs": 181350,
    "text": "me afterwards. I'm intrigued what you're"
  },
  {
    "startMs": 181360,
    "text": "me afterwards. I'm intrigued what you're doing. Um, you may have you may have"
  },
  {
    "startMs": 183990,
    "text": "doing. Um, you may have you may have"
  },
  {
    "startMs": 184000,
    "text": "doing. Um, you may have you may have moved to to a world beyond this and"
  },
  {
    "startMs": 187030,
    "text": "moved to to a world beyond this and"
  },
  {
    "startMs": 187040,
    "text": "moved to to a world beyond this and definitely come and talk to me then. Um,"
  },
  {
    "startMs": 189509,
    "text": "definitely come and talk to me then. Um,"
  },
  {
    "startMs": 189519,
    "text": "definitely come and talk to me then. Um, so you know, we hear a lot of talk about"
  },
  {
    "startMs": 191030,
    "text": "so you know, we hear a lot of talk about"
  },
  {
    "startMs": 191040,
    "text": "so you know, we hear a lot of talk about software factory. Now, I don't know if"
  },
  {
    "startMs": 192630,
    "text": "software factory. Now, I don't know if"
  },
  {
    "startMs": 192640,
    "text": "software factory. Now, I don't know if that's the right terminology. You're"
  },
  {
    "startMs": 193830,
    "text": "that's the right terminology. You're"
  },
  {
    "startMs": 193840,
    "text": "that's the right terminology. You're also going to see our co-founder did a"
  },
  {
    "startMs": 195910,
    "text": "also going to see our co-founder did a"
  },
  {
    "startMs": 195920,
    "text": "also going to see our co-founder did a talk a couple of weeks ago about how we"
  },
  {
    "startMs": 197270,
    "text": "talk a couple of weeks ago about how we"
  },
  {
    "startMs": 197280,
    "text": "talk a couple of weeks ago about how we shouldn't call it a factory. I'm not"
  },
  {
    "startMs": 198790,
    "text": "shouldn't call it a factory. I'm not"
  },
  {
    "startMs": 198800,
    "text": "shouldn't call it a factory. I'm not going to harp on that particular piece."
  },
  {
    "startMs": 200949,
    "text": "going to harp on that particular piece."
  },
  {
    "startMs": 200959,
    "text": "going to harp on that particular piece. Um, but I do think that we are, you"
  },
  {
    "startMs": 203509,
    "text": "Um, but I do think that we are, you"
  },
  {
    "startMs": 203519,
    "text": "Um, but I do think that we are, you know, one of the important pieces here"
  },
  {
    "startMs": 205030,
    "text": "know, one of the important pieces here"
  },
  {
    "startMs": 205040,
    "text": "know, one of the important pieces here is that we're kind of quickly moving"
  },
  {
    "startMs": 207030,
    "text": "is that we're kind of quickly moving"
  },
  {
    "startMs": 207040,
    "text": "is that we're kind of quickly moving from a world where you're handdriving an"
  },
  {
    "startMs": 209910,
    "text": "from a world where you're handdriving an"
  },
  {
    "startMs": 209920,
    "text": "from a world where you're handdriving an agent on your local device um to"
  },
  {
    "startMs": 212869,
    "text": "agent on your local device um to"
  },
  {
    "startMs": 212879,
    "text": "agent on your local device um to orchestrating more agents or uh having"
  },
  {
    "startMs": 215589,
    "text": "orchestrating more agents or uh having"
  },
  {
    "startMs": 215599,
    "text": "orchestrating more agents or uh having them run in the cloud automatically and"
  },
  {
    "startMs": 217430,
    "text": "them run in the cloud automatically and"
  },
  {
    "startMs": 217440,
    "text": "them run in the cloud automatically and things like that. And so that that does"
  },
  {
    "startMs": 219830,
    "text": "things like that. And so that that does"
  },
  {
    "startMs": 219840,
    "text": "things like that. And so that that does uh change how it does change how you use"
  },
  {
    "startMs": 223350,
    "text": "uh change how it does change how you use"
  },
  {
    "startMs": 223360,
    "text": "uh change how it does change how you use the context, what context you need."
  },
  {
    "startMs": 226949,
    "text": "the context, what context you need."
  },
  {
    "startMs": 226959,
    "text": "the context, what context you need. Um, yeah, if we look forward like this"
  },
  {
    "startMs": 229910,
    "text": "Um, yeah, if we look forward like this"
  },
  {
    "startMs": 229920,
    "text": "Um, yeah, if we look forward like this this this is just the beginning, right?"
  },
  {
    "startMs": 231430,
    "text": "this this is just the beginning, right?"
  },
  {
    "startMs": 231440,
    "text": "this this is just the beginning, right? Like that that speed that we've seen,"
  },
  {
    "startMs": 234869,
    "text": "Like that that speed that we've seen,"
  },
  {
    "startMs": 234879,
    "text": "Like that that speed that we've seen, it's we're still at the very very"
  },
  {
    "startMs": 237030,
    "text": "it's we're still at the very very"
  },
  {
    "startMs": 237040,
    "text": "it's we're still at the very very beginning. There's a lot of folks on"
  },
  {
    "startMs": 238149,
    "text": "beginning. There's a lot of folks on"
  },
  {
    "startMs": 238159,
    "text": "beginning. There's a lot of folks on Twitter that are like naysayers saying"
  },
  {
    "startMs": 240309,
    "text": "Twitter that are like naysayers saying"
  },
  {
    "startMs": 240319,
    "text": "Twitter that are like naysayers saying that, oh, the free ride's over. It's all"
  },
  {
    "startMs": 242390,
    "text": "that, oh, the free ride's over. It's all"
  },
  {
    "startMs": 242400,
    "text": "that, oh, the free ride's over. It's all going to go up from here. Like they were"
  },
  {
    "startMs": 243830,
    "text": "going to go up from here. Like they were"
  },
  {
    "startMs": 243840,
    "text": "going to go up from here. Like they were just subsidizing. I I don't believe in"
  },
  {
    "startMs": 245830,
    "text": "just subsidizing. I I don't believe in"
  },
  {
    "startMs": 245840,
    "text": "just subsidizing. I I don't believe in that at all. Um, the cost is going to"
  },
  {
    "startMs": 248710,
    "text": "that at all. Um, the cost is going to"
  },
  {
    "startMs": 248720,
    "text": "that at all. Um, the cost is going to keep dropping. like this this graph just"
  },
  {
    "startMs": 250789,
    "text": "keep dropping. like this this graph just"
  },
  {
    "startMs": 250799,
    "text": "keep dropping. like this this graph just is just an example of you know three"
  },
  {
    "startMs": 253030,
    "text": "is just an example of you know three"
  },
  {
    "startMs": 253040,
    "text": "is just an example of you know three years ago what the intelligence that"
  },
  {
    "startMs": 254789,
    "text": "years ago what the intelligence that"
  },
  {
    "startMs": 254799,
    "text": "years ago what the intelligence that would have cost you $100 now costs you"
  },
  {
    "startMs": 256870,
    "text": "would have cost you $100 now costs you"
  },
  {
    "startMs": 256880,
    "text": "would have cost you $100 now costs you five cents. Um so it's it's you can"
  },
  {
    "startMs": 260069,
    "text": "five cents. Um so it's it's you can"
  },
  {
    "startMs": 260079,
    "text": "five cents. Um so it's it's you can extrapolate that into the future and"
  },
  {
    "startMs": 262310,
    "text": "extrapolate that into the future and"
  },
  {
    "startMs": 262320,
    "text": "extrapolate that into the future and kind of get very interesting results. Uh"
  },
  {
    "startMs": 264629,
    "text": "kind of get very interesting results. Uh"
  },
  {
    "startMs": 264639,
    "text": "kind of get very interesting results. Uh in a few years like ultraast will be"
  },
  {
    "startMs": 266230,
    "text": "in a few years like ultraast will be"
  },
  {
    "startMs": 266240,
    "text": "in a few years like ultraast will be common. You'll you'll snap your fingers"
  },
  {
    "startMs": 267749,
    "text": "common. You'll you'll snap your fingers"
  },
  {
    "startMs": 267759,
    "text": "common. You'll you'll snap your fingers and a features worth of code will"
  },
  {
    "startMs": 269189,
    "text": "and a features worth of code will"
  },
  {
    "startMs": 269199,
    "text": "and a features worth of code will appear."
  },
  {
    "startMs": 271110,
    "text": "appear."
  },
  {
    "startMs": 271120,
    "text": "appear. Um and then on top of that like task"
  },
  {
    "startMs": 273270,
    "text": "Um and then on top of that like task"
  },
  {
    "startMs": 273280,
    "text": "Um and then on top of that like task horizon is exponential too. So excuse"
  },
  {
    "startMs": 276550,
    "text": "horizon is exponential too. So excuse"
  },
  {
    "startMs": 276560,
    "text": "horizon is exponential too. So excuse the graph. pitch. Pitch is great"
  },
  {
    "startMs": 278550,
    "text": "the graph. pitch. Pitch is great"
  },
  {
    "startMs": 278560,
    "text": "the graph. pitch. Pitch is great software, but it does not let you um it"
  },
  {
    "startMs": 280870,
    "text": "software, but it does not let you um it"
  },
  {
    "startMs": 280880,
    "text": "software, but it does not let you um it does not let you do an exponential"
  },
  {
    "startMs": 282150,
    "text": "does not let you do an exponential"
  },
  {
    "startMs": 282160,
    "text": "does not let you do an exponential access, but it makes it look more"
  },
  {
    "startMs": 283430,
    "text": "access, but it makes it look more"
  },
  {
    "startMs": 283440,
    "text": "access, but it makes it look more impressive. Um so, you know, the"
  },
  {
    "startMs": 286950,
    "text": "impressive. Um so, you know, the"
  },
  {
    "startMs": 286960,
    "text": "impressive. Um so, you know, the important thing here is we we now"
  },
  {
    "startMs": 288150,
    "text": "important thing here is we we now"
  },
  {
    "startMs": 288160,
    "text": "important thing here is we we now leaving these coding agents running"
  },
  {
    "startMs": 289430,
    "text": "leaving these coding agents running"
  },
  {
    "startMs": 289440,
    "text": "leaving these coding agents running longer and longer. So, think back to"
  },
  {
    "startMs": 291350,
    "text": "longer and longer. So, think back to"
  },
  {
    "startMs": 291360,
    "text": "longer and longer. So, think back to 2024, you had a coding agent, but you"
  },
  {
    "startMs": 293350,
    "text": "2024, you had a coding agent, but you"
  },
  {
    "startMs": 293360,
    "text": "2024, you had a coding agent, but you were definitely kind of very in the"
  },
  {
    "startMs": 295110,
    "text": "were definitely kind of very in the"
  },
  {
    "startMs": 295120,
    "text": "were definitely kind of very in the loop, tight loop there, right? Um"
  },
  {
    "startMs": 298629,
    "text": "loop, tight loop there, right? Um"
  },
  {
    "startMs": 298639,
    "text": "loop, tight loop there, right? Um and now these things can run for hours,"
  },
  {
    "startMs": 301430,
    "text": "and now these things can run for hours,"
  },
  {
    "startMs": 301440,
    "text": "and now these things can run for hours, days. You hear you hear folks leaving"
  },
  {
    "startMs": 303749,
    "text": "days. You hear you hear folks leaving"
  },
  {
    "startMs": 303759,
    "text": "days. You hear you hear folks leaving things running over the weekend, having"
  },
  {
    "startMs": 305590,
    "text": "things running over the weekend, having"
  },
  {
    "startMs": 305600,
    "text": "things running over the weekend, having success with it. I don't know how much"
  },
  {
    "startMs": 306710,
    "text": "success with it. I don't know how much"
  },
  {
    "startMs": 306720,
    "text": "success with it. I don't know how much truth there is in that, how much of that"
  },
  {
    "startMs": 307990,
    "text": "truth there is in that, how much of that"
  },
  {
    "startMs": 308000,
    "text": "truth there is in that, how much of that code actually ships. Um, but no doubt"
  },
  {
    "startMs": 311510,
    "text": "code actually ships. Um, but no doubt"
  },
  {
    "startMs": 311520,
    "text": "code actually ships. Um, but no doubt it's increasing and will continue to do"
  },
  {
    "startMs": 313189,
    "text": "it's increasing and will continue to do"
  },
  {
    "startMs": 313199,
    "text": "it's increasing and will continue to do so. So why am I mentioning all this?"
  },
  {
    "startMs": 315749,
    "text": "so. So why am I mentioning all this?"
  },
  {
    "startMs": 315759,
    "text": "so. So why am I mentioning all this? Like what what's this got to do with"
  },
  {
    "startMs": 317189,
    "text": "Like what what's this got to do with"
  },
  {
    "startMs": 317199,
    "text": "Like what what's this got to do with agent context? Um, I I think one of the"
  },
  {
    "startMs": 320629,
    "text": "agent context? Um, I I think one of the"
  },
  {
    "startMs": 320639,
    "text": "agent context? Um, I I think one of the main reasons is that the context kind of"
  },
  {
    "startMs": 322710,
    "text": "main reasons is that the context kind of"
  },
  {
    "startMs": 322720,
    "text": "main reasons is that the context kind of moves out of that inner loop and largely"
  },
  {
    "startMs": 325350,
    "text": "moves out of that inner loop and largely"
  },
  {
    "startMs": 325360,
    "text": "moves out of that inner loop and largely into the outer loop."
  },
  {
    "startMs": 327590,
    "text": "into the outer loop."
  },
  {
    "startMs": 327600,
    "text": "into the outer loop. If we have like super fast systems"
  },
  {
    "startMs": 329590,
    "text": "If we have like super fast systems"
  },
  {
    "startMs": 329600,
    "text": "If we have like super fast systems completing tasks for sense and running"
  },
  {
    "startMs": 331350,
    "text": "completing tasks for sense and running"
  },
  {
    "startMs": 331360,
    "text": "completing tasks for sense and running for hours or days, you're not going to"
  },
  {
    "startMs": 333749,
    "text": "for hours or days, you're not going to"
  },
  {
    "startMs": 333759,
    "text": "for hours or days, you're not going to have humans manually delegating and"
  },
  {
    "startMs": 335590,
    "text": "have humans manually delegating and"
  },
  {
    "startMs": 335600,
    "text": "have humans manually delegating and starting and stopping them. Um, so we"
  },
  {
    "startMs": 338469,
    "text": "starting and stopping them. Um, so we"
  },
  {
    "startMs": 338479,
    "text": "starting and stopping them. Um, so we need to start building systems to manage"
  },
  {
    "startMs": 340710,
    "text": "need to start building systems to manage"
  },
  {
    "startMs": 340720,
    "text": "need to start building systems to manage this chaos and manage the context."
  },
  {
    "startMs": 347199,
    "text": "So yeah, that this sounds great, right?"
  },
  {
    "startMs": 348870,
    "text": "So yeah, that this sounds great, right?"
  },
  {
    "startMs": 348880,
    "text": "So yeah, that this sounds great, right? Like we're going to have tons of code"
  },
  {
    "startMs": 351029,
    "text": "Like we're going to have tons of code"
  },
  {
    "startMs": 351039,
    "text": "Like we're going to have tons of code produced. It's going to be really cheap."
  },
  {
    "startMs": 353029,
    "text": "produced. It's going to be really cheap."
  },
  {
    "startMs": 353039,
    "text": "produced. It's going to be really cheap. We're going to build software factories."
  },
  {
    "startMs": 354710,
    "text": "We're going to build software factories."
  },
  {
    "startMs": 354720,
    "text": "We're going to build software factories. we're going to pump it out like features"
  },
  {
    "startMs": 356710,
    "text": "we're going to pump it out like features"
  },
  {
    "startMs": 356720,
    "text": "we're going to pump it out like features coming out left, right, and center. Um,"
  },
  {
    "startMs": 359430,
    "text": "coming out left, right, and center. Um,"
  },
  {
    "startMs": 359440,
    "text": "coming out left, right, and center. Um, and I think like to to be a little trit"
  },
  {
    "startMs": 361670,
    "text": "and I think like to to be a little trit"
  },
  {
    "startMs": 361680,
    "text": "and I think like to to be a little trit like you know code code is not the"
  },
  {
    "startMs": 363749,
    "text": "like you know code code is not the"
  },
  {
    "startMs": 363759,
    "text": "like you know code code is not the bottleneck now. Implementation is not"
  },
  {
    "startMs": 365270,
    "text": "bottleneck now. Implementation is not"
  },
  {
    "startMs": 365280,
    "text": "bottleneck now. Implementation is not the bottleneck now. Um, the failure mode"
  },
  {
    "startMs": 368150,
    "text": "the bottleneck now. Um, the failure mode"
  },
  {
    "startMs": 368160,
    "text": "the bottleneck now. Um, the failure mode here isn't an inability to build. Um,"
  },
  {
    "startMs": 371830,
    "text": "here isn't an inability to build. Um,"
  },
  {
    "startMs": 371840,
    "text": "here isn't an inability to build. Um, the failure mode is like an illability"
  },
  {
    "startMs": 374070,
    "text": "the failure mode is like an illability"
  },
  {
    "startMs": 374080,
    "text": "the failure mode is like an illability inability to maintain coherence. Um, to"
  },
  {
    "startMs": 376870,
    "text": "inability to maintain coherence. Um, to"
  },
  {
    "startMs": 376880,
    "text": "inability to maintain coherence. Um, to have a product that makes sense as a"
  },
  {
    "startMs": 378550,
    "text": "have a product that makes sense as a"
  },
  {
    "startMs": 378560,
    "text": "have a product that makes sense as a whole. Um what makes a product great is"
  },
  {
    "startMs": 382390,
    "text": "whole. Um what makes a product great is"
  },
  {
    "startMs": 382400,
    "text": "whole. Um what makes a product great is something something we care about a lot"
  },
  {
    "startMs": 383909,
    "text": "something something we care about a lot"
  },
  {
    "startMs": 383919,
    "text": "something something we care about a lot and we something that we are trying to"
  },
  {
    "startMs": 385749,
    "text": "and we something that we are trying to"
  },
  {
    "startMs": 385759,
    "text": "and we something that we are trying to build a product that helps you build"
  },
  {
    "startMs": 388150,
    "text": "build a product that helps you build"
  },
  {
    "startMs": 388160,
    "text": "build a product that helps you build great product too. So it's very meta. Um"
  },
  {
    "startMs": 391110,
    "text": "great product too. So it's very meta. Um"
  },
  {
    "startMs": 391120,
    "text": "great product too. So it's very meta. Um but what makes a product great is"
  },
  {
    "startMs": 392309,
    "text": "but what makes a product great is"
  },
  {
    "startMs": 392319,
    "text": "but what makes a product great is consistency like restraint uh tradeoffs"
  },
  {
    "startMs": 395830,
    "text": "consistency like restraint uh tradeoffs"
  },
  {
    "startMs": 395840,
    "text": "consistency like restraint uh tradeoffs and like lots of tiny decisions that"
  },
  {
    "startMs": 397749,
    "text": "and like lots of tiny decisions that"
  },
  {
    "startMs": 397759,
    "text": "and like lots of tiny decisions that reinforce one another. This was a codeex"
  },
  {
    "startMs": 400550,
    "text": "reinforce one another. This was a codeex"
  },
  {
    "startMs": 400560,
    "text": "reinforce one another. This was a codeex generated image of a [laughter] a"
  },
  {
    "startMs": 403189,
    "text": "generated image of a [laughter] a"
  },
  {
    "startMs": 403199,
    "text": "generated image of a [laughter] a settings page that's gone a bit crazy."
  },
  {
    "startMs": 404950,
    "text": "settings page that's gone a bit crazy."
  },
  {
    "startMs": 404960,
    "text": "settings page that's gone a bit crazy. Uh don't look too closely at it. Um,"
  },
  {
    "startMs": 408629,
    "text": "Uh don't look too closely at it. Um,"
  },
  {
    "startMs": 408639,
    "text": "Uh don't look too closely at it. Um, but it's a good example, right? Like"
  },
  {
    "startMs": 409909,
    "text": "but it's a good example, right? Like"
  },
  {
    "startMs": 409919,
    "text": "but it's a good example, right? Like just add another setting. You know, what"
  },
  {
    "startMs": 411350,
    "text": "just add another setting. You know, what"
  },
  {
    "startMs": 411360,
    "text": "just add another setting. You know, what kind of harm can it do? Um,"
  },
  {
    "startMs": 417120,
    "text": "so you know, a coding a coding agent"
  },
  {
    "startMs": 420390,
    "text": "so you know, a coding a coding agent"
  },
  {
    "startMs": 420400,
    "text": "so you know, a coding a coding agent today will will read the code, but it"
  },
  {
    "startMs": 422710,
    "text": "today will will read the code, but it"
  },
  {
    "startMs": 422720,
    "text": "today will will read the code, but it can still and that's great like there is"
  },
  {
    "startMs": 424550,
    "text": "can still and that's great like there is"
  },
  {
    "startMs": 424560,
    "text": "can still and that's great like there is a lot of value in the code obviously."
  },
  {
    "startMs": 426629,
    "text": "a lot of value in the code obviously."
  },
  {
    "startMs": 426639,
    "text": "a lot of value in the code obviously. Um, but it can still miss a lot of the"
  },
  {
    "startMs": 429589,
    "text": "Um, but it can still miss a lot of the"
  },
  {
    "startMs": 429599,
    "text": "Um, but it can still miss a lot of the context behind it. Um so some examples"
  },
  {
    "startMs": 433270,
    "text": "context behind it. Um so some examples"
  },
  {
    "startMs": 433280,
    "text": "context behind it. Um so some examples would be like um the intent the intent"
  },
  {
    "startMs": 436150,
    "text": "would be like um the intent the intent"
  },
  {
    "startMs": 436160,
    "text": "would be like um the intent the intent what what problem are we solving here"
  },
  {
    "startMs": 438309,
    "text": "what what problem are we solving here"
  },
  {
    "startMs": 438319,
    "text": "what what problem are we solving here why does this matter uh why does this"
  },
  {
    "startMs": 440469,
    "text": "why does this matter uh why does this"
  },
  {
    "startMs": 440479,
    "text": "why does this matter uh why does this matter to the end user um which"
  },
  {
    "startMs": 442950,
    "text": "matter to the end user um which"
  },
  {
    "startMs": 442960,
    "text": "matter to the end user um which decisions were made previously what were"
  },
  {
    "startMs": 445029,
    "text": "decisions were made previously what were"
  },
  {
    "startMs": 445039,
    "text": "decisions were made previously what were the tradeoffs that resulted in this"
  },
  {
    "startMs": 446790,
    "text": "the tradeoffs that resulted in this"
  },
  {
    "startMs": 446800,
    "text": "the tradeoffs that resulted in this design or in this feature you know um"
  },
  {
    "startMs": 450150,
    "text": "design or in this feature you know um"
  },
  {
    "startMs": 450160,
    "text": "design or in this feature you know um how should this look like visually"
  },
  {
    "startMs": 452230,
    "text": "how should this look like visually"
  },
  {
    "startMs": 452240,
    "text": "how should this look like visually outside of the the code uh how should"
  },
  {
    "startMs": 455350,
    "text": "outside of the the code uh how should"
  },
  {
    "startMs": 455360,
    "text": "outside of the the code uh how should this feel like in the product um maybe"
  },
  {
    "startMs": 457990,
    "text": "this feel like in the product um maybe"
  },
  {
    "startMs": 458000,
    "text": "this feel like in the product um maybe things like is there other work underway"
  },
  {
    "startMs": 460070,
    "text": "things like is there other work underway"
  },
  {
    "startMs": 460080,
    "text": "things like is there other work underway in other parts of the organization. Um,"
  },
  {
    "startMs": 462629,
    "text": "in other parts of the organization. Um,"
  },
  {
    "startMs": 462639,
    "text": "in other parts of the organization. Um, and like who who is the decision maker"
  },
  {
    "startMs": 464629,
    "text": "and like who who is the decision maker"
  },
  {
    "startMs": 464639,
    "text": "and like who who is the decision maker on this? Who's leading this project?"
  },
  {
    "startMs": 466790,
    "text": "on this? Who's leading this project?"
  },
  {
    "startMs": 466800,
    "text": "on this? Who's leading this project? Who's ultimately responsible for the"
  },
  {
    "startMs": 468710,
    "text": "Who's ultimately responsible for the"
  },
  {
    "startMs": 468720,
    "text": "Who's ultimately responsible for the decisions that happen here? And then are"
  },
  {
    "startMs": 470550,
    "text": "decisions that happen here? And then are"
  },
  {
    "startMs": 470560,
    "text": "decisions that happen here? And then are there any like additional risks? Like"
  },
  {
    "startMs": 472870,
    "text": "there any like additional risks? Like"
  },
  {
    "startMs": 472880,
    "text": "there any like additional risks? Like you can see some things from the code,"
  },
  {
    "startMs": 474309,
    "text": "you can see some things from the code,"
  },
  {
    "startMs": 474319,
    "text": "you can see some things from the code, right? But you can't always see oh um"
  },
  {
    "startMs": 477029,
    "text": "right? But you can't always see oh um"
  },
  {
    "startMs": 477039,
    "text": "right? But you can't always see oh um like a revert happened two weeks ago in"
  },
  {
    "startMs": 479029,
    "text": "like a revert happened two weeks ago in"
  },
  {
    "startMs": 479039,
    "text": "like a revert happened two weeks ago in this area of the codebase may not be"
  },
  {
    "startMs": 481589,
    "text": "this area of the codebase may not be"
  },
  {
    "startMs": 481599,
    "text": "this area of the codebase may not be immediately apparent."
  },
  {
    "startMs": 483830,
    "text": "immediately apparent."
  },
  {
    "startMs": 483840,
    "text": "immediately apparent. So the idea here is that we carry this"
  },
  {
    "startMs": 486790,
    "text": "So the idea here is that we carry this"
  },
  {
    "startMs": 486800,
    "text": "So the idea here is that we carry this uh we carry this context through um from"
  },
  {
    "startMs": 490629,
    "text": "uh we carry this context through um from"
  },
  {
    "startMs": 490639,
    "text": "uh we carry this context through um from the initial idea um through planning,"
  },
  {
    "startMs": 493029,
    "text": "the initial idea um through planning,"
  },
  {
    "startMs": 493039,
    "text": "the initial idea um through planning, implementation and review."
  },
  {
    "startMs": 496469,
    "text": "implementation and review."
  },
  {
    "startMs": 496479,
    "text": "implementation and review. So um I'll I'll talk a little bit about"
  },
  {
    "startMs": 498469,
    "text": "So um I'll I'll talk a little bit about"
  },
  {
    "startMs": 498479,
    "text": "So um I'll I'll talk a little bit about our system for doing that. Um"
  },
  {
    "startMs": 502230,
    "text": "our system for doing that. Um"
  },
  {
    "startMs": 502240,
    "text": "our system for doing that. Um most of this is in production in some"
  },
  {
    "startMs": 503830,
    "text": "most of this is in production in some"
  },
  {
    "startMs": 503840,
    "text": "most of this is in production in some form and most of it's in production in a"
  },
  {
    "startMs": 505430,
    "text": "form and most of it's in production in a"
  },
  {
    "startMs": 505440,
    "text": "form and most of it's in production in a way that other people can use too. Um"
  },
  {
    "startMs": 508869,
    "text": "way that other people can use too. Um"
  },
  {
    "startMs": 508879,
    "text": "way that other people can use too. Um this this isn't a linear ad. You you can"
  },
  {
    "startMs": 510869,
    "text": "this this isn't a linear ad. You you can"
  },
  {
    "startMs": 510879,
    "text": "this this isn't a linear ad. You you can use linear for this of course, but the"
  },
  {
    "startMs": 512310,
    "text": "use linear for this of course, but the"
  },
  {
    "startMs": 512320,
    "text": "use linear for this of course, but the principles apply broadly and you can you"
  },
  {
    "startMs": 514230,
    "text": "principles apply broadly and you can you"
  },
  {
    "startMs": 514240,
    "text": "principles apply broadly and you can you can build this into any system that"
  },
  {
    "startMs": 515509,
    "text": "can build this into any system that"
  },
  {
    "startMs": 515519,
    "text": "can build this into any system that you're using. And it's it's agents all"
  },
  {
    "startMs": 518709,
    "text": "you're using. And it's it's agents all"
  },
  {
    "startMs": 518719,
    "text": "you're using. And it's it's agents all the way down, I'm afraid. Um this is one"
  },
  {
    "startMs": 521829,
    "text": "the way down, I'm afraid. Um this is one"
  },
  {
    "startMs": 521839,
    "text": "the way down, I'm afraid. Um this is one of the reasons I'm I'm bullish on AI as"
  },
  {
    "startMs": 523589,
    "text": "of the reasons I'm I'm bullish on AI as"
  },
  {
    "startMs": 523599,
    "text": "of the reasons I'm I'm bullish on AI as a whole. Like every time you deeply dive"
  },
  {
    "startMs": 526710,
    "text": "a whole. Like every time you deeply dive"
  },
  {
    "startMs": 526720,
    "text": "a whole. Like every time you deeply dive into a problem, the solution is more AI."
  },
  {
    "startMs": 529829,
    "text": "into a problem, the solution is more AI."
  },
  {
    "startMs": 529839,
    "text": "into a problem, the solution is more AI. Um and it's definitely the case here."
  },
  {
    "startMs": 536560,
    "text": "Um so the first thing we did is automate"
  },
  {
    "startMs": 540310,
    "text": "Um so the first thing we did is automate"
  },
  {
    "startMs": 540320,
    "text": "Um so the first thing we did is automate is automate intake. Um, you have, you"
  },
  {
    "startMs": 544150,
    "text": "is automate intake. Um, you have, you"
  },
  {
    "startMs": 544160,
    "text": "is automate intake. Um, you have, you know, as if you're developing a product,"
  },
  {
    "startMs": 546949,
    "text": "know, as if you're developing a product,"
  },
  {
    "startMs": 546959,
    "text": "know, as if you're developing a product, you have ideas coming in from Zenesk,"
  },
  {
    "startMs": 549509,
    "text": "you have ideas coming in from Zenesk,"
  },
  {
    "startMs": 549519,
    "text": "you have ideas coming in from Zenesk, Slack, Teams, Gong, Twitter, your"
  },
  {
    "startMs": 552949,
    "text": "Slack, Teams, Gong, Twitter, your"
  },
  {
    "startMs": 552959,
    "text": "Slack, Teams, Gong, Twitter, your internal product team, your CEO. All of"
  },
  {
    "startMs": 556150,
    "text": "internal product team, your CEO. All of"
  },
  {
    "startMs": 556160,
    "text": "internal product team, your CEO. All of these ideas kind of need to be"
  },
  {
    "startMs": 557590,
    "text": "these ideas kind of need to be"
  },
  {
    "startMs": 557600,
    "text": "these ideas kind of need to be collected. Um, we feed it into this"
  },
  {
    "startMs": 559750,
    "text": "collected. Um, we feed it into this"
  },
  {
    "startMs": 559760,
    "text": "collected. Um, we feed it into this concept called triage. Um, data dog"
  },
  {
    "startMs": 562870,
    "text": "concept called triage. Um, data dog"
  },
  {
    "startMs": 562880,
    "text": "concept called triage. Um, data dog alerts, like this, there's so many"
  },
  {
    "startMs": 564470,
    "text": "alerts, like this, there's so many"
  },
  {
    "startMs": 564480,
    "text": "alerts, like this, there's so many things. I this is like one fifth of it."
  },
  {
    "startMs": 568310,
    "text": "things. I this is like one fifth of it."
  },
  {
    "startMs": 568320,
    "text": "things. I this is like one fifth of it. Um, then we have something called a"
  },
  {
    "startMs": 569829,
    "text": "Um, then we have something called a"
  },
  {
    "startMs": 569839,
    "text": "Um, then we have something called a triage agent. Um, it it labels, it"
  },
  {
    "startMs": 573990,
    "text": "triage agent. Um, it it labels, it"
  },
  {
    "startMs": 574000,
    "text": "triage agent. Um, it it labels, it assigns and [snorts] groups the incoming"
  },
  {
    "startMs": 575990,
    "text": "assigns and [snorts] groups the incoming"
  },
  {
    "startMs": 576000,
    "text": "assigns and [snorts] groups the incoming work into themes. Uh, it closes"
  },
  {
    "startMs": 578710,
    "text": "work into themes. Uh, it closes"
  },
  {
    "startMs": 578720,
    "text": "work into themes. Uh, it closes duplicates. Uh, it roots things to the"
  },
  {
    "startMs": 581509,
    "text": "duplicates. Uh, it roots things to the"
  },
  {
    "startMs": 581519,
    "text": "duplicates. Uh, it roots things to the correct people and the correct teams and"
  },
  {
    "startMs": 583990,
    "text": "correct people and the correct teams and"
  },
  {
    "startMs": 584000,
    "text": "correct people and the correct teams and it surfaces decisions. Um, when more"
  },
  {
    "startMs": 587430,
    "text": "it surfaces decisions. Um, when more"
  },
  {
    "startMs": 587440,
    "text": "it surfaces decisions. Um, when more input might be needed to clarify the"
  },
  {
    "startMs": 589190,
    "text": "input might be needed to clarify the"
  },
  {
    "startMs": 589200,
    "text": "input might be needed to clarify the problem."
  },
  {
    "startMs": 591269,
    "text": "problem."
  },
  {
    "startMs": 591279,
    "text": "problem. Um, it also investigates the this is"
  },
  {
    "startMs": 594310,
    "text": "Um, it also investigates the this is"
  },
  {
    "startMs": 594320,
    "text": "Um, it also investigates the this is this is part of like the investigation"
  },
  {
    "startMs": 595590,
    "text": "this is part of like the investigation"
  },
  {
    "startMs": 595600,
    "text": "this is part of like the investigation that it does. Um and when the"
  },
  {
    "startMs": 597430,
    "text": "that it does. Um and when the"
  },
  {
    "startMs": 597440,
    "text": "that it does. Um and when the investigation is done, it's it's left on"
  },
  {
    "startMs": 599509,
    "text": "investigation is done, it's it's left on"
  },
  {
    "startMs": 599519,
    "text": "investigation is done, it's it's left on the issue in our case. Um issues are"
  },
  {
    "startMs": 601509,
    "text": "the issue in our case. Um issues are"
  },
  {
    "startMs": 601519,
    "text": "the issue in our case. Um issues are kind of the center of our world still."
  },
  {
    "startMs": 603750,
    "text": "kind of the center of our world still."
  },
  {
    "startMs": 603760,
    "text": "kind of the center of our world still. Um"
  },
  {
    "startMs": 605430,
    "text": "Um"
  },
  {
    "startMs": 605440,
    "text": "Um and it's left us detailed context for"
  },
  {
    "startMs": 607190,
    "text": "and it's left us detailed context for"
  },
  {
    "startMs": 607200,
    "text": "and it's left us detailed context for the next human or the agent to use. So"
  },
  {
    "startMs": 609509,
    "text": "the next human or the agent to use. So"
  },
  {
    "startMs": 609519,
    "text": "the next human or the agent to use. So by the end of that investigation, we"
  },
  {
    "startMs": 611269,
    "text": "by the end of that investigation, we"
  },
  {
    "startMs": 611279,
    "text": "by the end of that investigation, we have you know the problem that came in"
  },
  {
    "startMs": 613190,
    "text": "have you know the problem that came in"
  },
  {
    "startMs": 613200,
    "text": "have you know the problem that came in or the idea that came in, who requested"
  },
  {
    "startMs": 615590,
    "text": "or the idea that came in, who requested"
  },
  {
    "startMs": 615600,
    "text": "or the idea that came in, who requested it, it's been uh enriched with the"
  },
  {
    "startMs": 618230,
    "text": "it, it's been uh enriched with the"
  },
  {
    "startMs": 618240,
    "text": "it, it's been uh enriched with the customer information. Hey, this is a"
  },
  {
    "startMs": 619829,
    "text": "customer information. Hey, this is a"
  },
  {
    "startMs": 619839,
    "text": "customer information. Hey, this is a highv value customer. Um this is the"
  },
  {
    "startMs": 622069,
    "text": "highv value customer. Um this is the"
  },
  {
    "startMs": 622079,
    "text": "highv value customer. Um this is the third time they've requested this in a"
  },
  {
    "startMs": 623509,
    "text": "third time they've requested this in a"
  },
  {
    "startMs": 623519,
    "text": "third time they've requested this in a month. um any SL stack traces maybe if"
  },
  {
    "startMs": 626470,
    "text": "month. um any SL stack traces maybe if"
  },
  {
    "startMs": 626480,
    "text": "month. um any SL stack traces maybe if it's a bug logs from data dog that are"
  },
  {
    "startMs": 628710,
    "text": "it's a bug logs from data dog that are"
  },
  {
    "startMs": 628720,
    "text": "it's a bug logs from data dog that are associated um it's hooked up to your"
  },
  {
    "startMs": 630870,
    "text": "associated um it's hooked up to your"
  },
  {
    "startMs": 630880,
    "text": "associated um it's hooked up to your internal MCPs so you can have like"
  },
  {
    "startMs": 632550,
    "text": "internal MCPs so you can have like"
  },
  {
    "startMs": 632560,
    "text": "internal MCPs so you can have like internal account ids and things like"
  },
  {
    "startMs": 635509,
    "text": "internal account ids and things like"
  },
  {
    "startMs": 635519,
    "text": "internal account ids and things like that and then also related things that"
  },
  {
    "startMs": 638069,
    "text": "that and then also related things that"
  },
  {
    "startMs": 638079,
    "text": "that and then also related things that previously touched this area related"
  },
  {
    "startMs": 640150,
    "text": "previously touched this area related"
  },
  {
    "startMs": 640160,
    "text": "previously touched this area related issues and decisions that were made on"
  },
  {
    "startMs": 642150,
    "text": "issues and decisions that were made on"
  },
  {
    "startMs": 642160,
    "text": "issues and decisions that were made on those."
  },
  {
    "startMs": 643670,
    "text": "those."
  },
  {
    "startMs": 643680,
    "text": "those. This is all surfaced on the on the issue"
  },
  {
    "startMs": 645509,
    "text": "This is all surfaced on the on the issue"
  },
  {
    "startMs": 645519,
    "text": "This is all surfaced on the on the issue itself and kind of forms this this base"
  },
  {
    "startMs": 647910,
    "text": "itself and kind of forms this this base"
  },
  {
    "startMs": 647920,
    "text": "itself and kind of forms this this base context. Um so you can have something"
  },
  {
    "startMs": 650470,
    "text": "context. Um so you can have something"
  },
  {
    "startMs": 650480,
    "text": "context. Um so you can have something very simple that comes in like this"
  },
  {
    "startMs": 652470,
    "text": "very simple that comes in like this"
  },
  {
    "startMs": 652480,
    "text": "very simple that comes in like this crashes in this scenario and then by the"
  },
  {
    "startMs": 654389,
    "text": "crashes in this scenario and then by the"
  },
  {
    "startMs": 654399,
    "text": "crashes in this scenario and then by the time the triage agent is done you have"
  },
  {
    "startMs": 656790,
    "text": "time the triage agent is done you have"
  },
  {
    "startMs": 656800,
    "text": "time the triage agent is done you have uh a really a really filled out uh"
  },
  {
    "startMs": 659350,
    "text": "uh a really a really filled out uh"
  },
  {
    "startMs": 659360,
    "text": "uh a really a really filled out uh context."
  },
  {
    "startMs": 662480,
    "text": "Um a few examples of where this was uh"
  },
  {
    "startMs": 665670,
    "text": "Um a few examples of where this was uh"
  },
  {
    "startMs": 665680,
    "text": "Um a few examples of where this was uh useful for us recently. Um and you"
  },
  {
    "startMs": 669269,
    "text": "useful for us recently. Um and you"
  },
  {
    "startMs": 669279,
    "text": "useful for us recently. Um and you probably can't read this. It doesn't"
  },
  {
    "startMs": 670150,
    "text": "probably can't read this. It doesn't"
  },
  {
    "startMs": 670160,
    "text": "probably can't read this. It doesn't matter too much but you know this is an"
  },
  {
    "startMs": 671990,
    "text": "matter too much but you know this is an"
  },
  {
    "startMs": 672000,
    "text": "matter too much but you know this is an example where the video captions kept"
  },
  {
    "startMs": 673990,
    "text": "example where the video captions kept"
  },
  {
    "startMs": 674000,
    "text": "example where the video captions kept getting turned uh was it on? Yeah it"
  },
  {
    "startMs": 676550,
    "text": "getting turned uh was it on? Yeah it"
  },
  {
    "startMs": 676560,
    "text": "getting turned uh was it on? Yeah it kept getting turned on. Um, and here"
  },
  {
    "startMs": 679509,
    "text": "kept getting turned on. Um, and here"
  },
  {
    "startMs": 679519,
    "text": "kept getting turned on. Um, and here like our uh triage agent went beyond"
  },
  {
    "startMs": 681750,
    "text": "like our uh triage agent went beyond"
  },
  {
    "startMs": 681760,
    "text": "like our uh triage agent went beyond finding just the setting or something"
  },
  {
    "startMs": 683910,
    "text": "finding just the setting or something"
  },
  {
    "startMs": 683920,
    "text": "finding just the setting or something like that. It actually reproduced the"
  },
  {
    "startMs": 685350,
    "text": "like that. It actually reproduced the"
  },
  {
    "startMs": 685360,
    "text": "like that. It actually reproduced the bug um and discovered that there was an"
  },
  {
    "startMs": 687750,
    "text": "bug um and discovered that there was an"
  },
  {
    "startMs": 687760,
    "text": "bug um and discovered that there was an automatic browser action that was being"
  },
  {
    "startMs": 689590,
    "text": "automatic browser action that was being"
  },
  {
    "startMs": 689600,
    "text": "automatic browser action that was being mistaken for user intent. Um, this level"
  },
  {
    "startMs": 693190,
    "text": "mistaken for user intent. Um, this level"
  },
  {
    "startMs": 693200,
    "text": "mistaken for user intent. Um, this level of detail left on the on the issue"
  },
  {
    "startMs": 695509,
    "text": "of detail left on the on the issue"
  },
  {
    "startMs": 695519,
    "text": "of detail left on the on the issue context it was key for in success of"
  },
  {
    "startMs": 699269,
    "text": "context it was key for in success of"
  },
  {
    "startMs": 699279,
    "text": "context it was key for in success of like automatically fixing the issue at"
  },
  {
    "startMs": 701430,
    "text": "like automatically fixing the issue at"
  },
  {
    "startMs": 701440,
    "text": "like automatically fixing the issue at this point."
  },
  {
    "startMs": 703829,
    "text": "this point."
  },
  {
    "startMs": 703839,
    "text": "this point. Um, here's another example."
  },
  {
    "startMs": 707350,
    "text": "Um, here's another example."
  },
  {
    "startMs": 707360,
    "text": "Um, here's another example. uh where the the research checked the"
  },
  {
    "startMs": 710150,
    "text": "uh where the the research checked the"
  },
  {
    "startMs": 710160,
    "text": "uh where the the research checked the existing codebase. It found some simil"
  },
  {
    "startMs": 712870,
    "text": "existing codebase. It found some simil"
  },
  {
    "startMs": 712880,
    "text": "existing codebase. It found some simil similar shipped to work. Made sure it"
  },
  {
    "startMs": 714310,
    "text": "similar shipped to work. Made sure it"
  },
  {
    "startMs": 714320,
    "text": "similar shipped to work. Made sure it wasn't a regression in this case, you"
  },
  {
    "startMs": 715990,
    "text": "wasn't a regression in this case, you"
  },
  {
    "startMs": 716000,
    "text": "wasn't a regression in this case, you know, is this a missing feature. Is this"
  },
  {
    "startMs": 717430,
    "text": "know, is this a missing feature. Is this"
  },
  {
    "startMs": 717440,
    "text": "know, is this a missing feature. Is this a bug? Um it found all the customers"
  },
  {
    "startMs": 720230,
    "text": "a bug? Um it found all the customers"
  },
  {
    "startMs": 720240,
    "text": "a bug? Um it found all the customers that are associated with this request."
  },
  {
    "startMs": 722710,
    "text": "that are associated with this request."
  },
  {
    "startMs": 722720,
    "text": "that are associated with this request. Uh re and realized it's high value. It"
  },
  {
    "startMs": 724949,
    "text": "Uh re and realized it's high value. It"
  },
  {
    "startMs": 724959,
    "text": "Uh re and realized it's high value. It also found the likely point in the"
  },
  {
    "startMs": 726150,
    "text": "also found the likely point in the"
  },
  {
    "startMs": 726160,
    "text": "also found the likely point in the codebase to get started. So, as you can"
  },
  {
    "startMs": 728230,
    "text": "codebase to get started. So, as you can"
  },
  {
    "startMs": 728240,
    "text": "codebase to get started. So, as you can imagine, this is just like a really"
  },
  {
    "startMs": 730389,
    "text": "imagine, this is just like a really"
  },
  {
    "startMs": 730399,
    "text": "imagine, this is just like a really great starting point for your coding"
  },
  {
    "startMs": 731590,
    "text": "great starting point for your coding"
  },
  {
    "startMs": 731600,
    "text": "great starting point for your coding agent at this point. Uh it probably"
  },
  {
    "startMs": 733350,
    "text": "agent at this point. Uh it probably"
  },
  {
    "startMs": 733360,
    "text": "agent at this point. Uh it probably massively increases the chances of"
  },
  {
    "startMs": 734870,
    "text": "massively increases the chances of"
  },
  {
    "startMs": 734880,
    "text": "massively increases the chances of success."
  },
  {
    "startMs": 736870,
    "text": "success."
  },
  {
    "startMs": 736880,
    "text": "success. So yeah, we have a pretty nice base"
  },
  {
    "startMs": 738310,
    "text": "So yeah, we have a pretty nice base"
  },
  {
    "startMs": 738320,
    "text": "So yeah, we have a pretty nice base context. Uh the next step is to build um"
  },
  {
    "startMs": 741030,
    "text": "context. Uh the next step is to build um"
  },
  {
    "startMs": 741040,
    "text": "context. Uh the next step is to build um either automatically from uh the triage"
  },
  {
    "startMs": 744150,
    "text": "either automatically from uh the triage"
  },
  {
    "startMs": 744160,
    "text": "either automatically from uh the triage agent deciding to uh deciding that the"
  },
  {
    "startMs": 747350,
    "text": "agent deciding to uh deciding that the"
  },
  {
    "startMs": 747360,
    "text": "agent deciding to uh deciding that the issue is quick enough. Uh in in our"
  },
  {
    "startMs": 749269,
    "text": "issue is quick enough. Uh in in our"
  },
  {
    "startMs": 749279,
    "text": "issue is quick enough. Uh in in our case, we we have a uh if the bug is"
  },
  {
    "startMs": 753190,
    "text": "case, we we have a uh if the bug is"
  },
  {
    "startMs": 753200,
    "text": "case, we we have a uh if the bug is small enough, we automatically fix it."
  },
  {
    "startMs": 755030,
    "text": "small enough, we automatically fix it."
  },
  {
    "startMs": 755040,
    "text": "small enough, we automatically fix it. But you could do this manually. It could"
  },
  {
    "startMs": 757269,
    "text": "But you could do this manually. It could"
  },
  {
    "startMs": 757279,
    "text": "But you could do this manually. It could be locally via MCP or it could be remote"
  },
  {
    "startMs": 759110,
    "text": "be locally via MCP or it could be remote"
  },
  {
    "startMs": 759120,
    "text": "be locally via MCP or it could be remote in the corral cloud. I'm not going to"
  },
  {
    "startMs": 761110,
    "text": "in the corral cloud. I'm not going to"
  },
  {
    "startMs": 761120,
    "text": "in the corral cloud. I'm not going to hop on this slide too much. I'm sorry if"
  },
  {
    "startMs": 763269,
    "text": "hop on this slide too much. I'm sorry if"
  },
  {
    "startMs": 763279,
    "text": "hop on this slide too much. I'm sorry if this is where you expected most of the"
  },
  {
    "startMs": 764790,
    "text": "this is where you expected most of the"
  },
  {
    "startMs": 764800,
    "text": "this is where you expected most of the talk to be. Um, but in my experience,"
  },
  {
    "startMs": 767910,
    "text": "talk to be. Um, but in my experience,"
  },
  {
    "startMs": 767920,
    "text": "talk to be. Um, but in my experience, this is kind of a solved problem today."
  },
  {
    "startMs": 770150,
    "text": "this is kind of a solved problem today."
  },
  {
    "startMs": 770160,
    "text": "this is kind of a solved problem today. Um, the most important thing here apart"
  },
  {
    "startMs": 772629,
    "text": "Um, the most important thing here apart"
  },
  {
    "startMs": 772639,
    "text": "Um, the most important thing here apart from the base input context that we just"
  },
  {
    "startMs": 775829,
    "text": "from the base input context that we just"
  },
  {
    "startMs": 775839,
    "text": "from the base input context that we just uh created is uh the ability to verify"
  },
  {
    "startMs": 780069,
    "text": "uh created is uh the ability to verify"
  },
  {
    "startMs": 780079,
    "text": "uh created is uh the ability to verify um and the ability for CI failures to"
  },
  {
    "startMs": 781910,
    "text": "um and the ability for CI failures to"
  },
  {
    "startMs": 781920,
    "text": "um and the ability for CI failures to feed back into the agent. So between"
  },
  {
    "startMs": 783990,
    "text": "feed back into the agent. So between"
  },
  {
    "startMs": 784000,
    "text": "feed back into the agent. So between those two pieces um I see a lot of"
  },
  {
    "startMs": 787350,
    "text": "those two pieces um I see a lot of"
  },
  {
    "startMs": 787360,
    "text": "those two pieces um I see a lot of success uh between the base the base"
  },
  {
    "startMs": 789990,
    "text": "success uh between the base the base"
  },
  {
    "startMs": 790000,
    "text": "success uh between the base the base context being able to verify and being"
  },
  {
    "startMs": 792230,
    "text": "context being able to verify and being"
  },
  {
    "startMs": 792240,
    "text": "context being able to verify and being able to see failures um we see a massive"
  },
  {
    "startMs": 795430,
    "text": "able to see failures um we see a massive"
  },
  {
    "startMs": 795440,
    "text": "able to see failures um we see a massive amount of success in our team."
  },
  {
    "startMs": 803040,
    "text": "Um Laur Lauren at XAI probablyto on"
  },
  {
    "startMs": 806949,
    "text": "Um Laur Lauren at XAI probablyto on"
  },
  {
    "startMs": 806959,
    "text": "Um Laur Lauren at XAI probablyto on Twitter. She has a great set of skills"
  },
  {
    "startMs": 808790,
    "text": "Twitter. She has a great set of skills"
  },
  {
    "startMs": 808800,
    "text": "Twitter. She has a great set of skills you can use to uh generate um the"
  },
  {
    "startMs": 811990,
    "text": "you can use to uh generate um the"
  },
  {
    "startMs": 812000,
    "text": "you can use to uh generate um the verification skill for your coding"
  },
  {
    "startMs": 813350,
    "text": "verification skill for your coding"
  },
  {
    "startMs": 813360,
    "text": "verification skill for your coding agent. Um really makes a huge"
  },
  {
    "startMs": 815190,
    "text": "agent. Um really makes a huge"
  },
  {
    "startMs": 815200,
    "text": "agent. Um really makes a huge difference."
  },
  {
    "startMs": 819680,
    "text": "Um so the next place where context"
  },
  {
    "startMs": 821750,
    "text": "Um so the next place where context"
  },
  {
    "startMs": 821760,
    "text": "Um so the next place where context matters and I I think it's still"
  },
  {
    "startMs": 824310,
    "text": "matters and I I think it's still"
  },
  {
    "startMs": 824320,
    "text": "matters and I I think it's still illconsidered is in review and it's also"
  },
  {
    "startMs": 826470,
    "text": "illconsidered is in review and it's also"
  },
  {
    "startMs": 826480,
    "text": "illconsidered is in review and it's also where it gets quite interesting. Like if"
  },
  {
    "startMs": 828230,
    "text": "where it gets quite interesting. Like if"
  },
  {
    "startMs": 828240,
    "text": "where it gets quite interesting. Like if you think about your setup today, what"
  },
  {
    "startMs": 830069,
    "text": "you think about your setup today, what"
  },
  {
    "startMs": 830079,
    "text": "you think about your setup today, what does it look like? Do you do you just"
  },
  {
    "startMs": 831590,
    "text": "does it look like? Do you do you just"
  },
  {
    "startMs": 831600,
    "text": "does it look like? Do you do you just have codecs running on your on your PRs?"
  },
  {
    "startMs": 834710,
    "text": "have codecs running on your on your PRs?"
  },
  {
    "startMs": 834720,
    "text": "have codecs running on your on your PRs? Uh Code Rabbit, Grappile, one of these"
  },
  {
    "startMs": 836550,
    "text": "Uh Code Rabbit, Grappile, one of these"
  },
  {
    "startMs": 836560,
    "text": "Uh Code Rabbit, Grappile, one of these products. Um what are they considering"
  },
  {
    "startMs": 839829,
    "text": "products. Um what are they considering"
  },
  {
    "startMs": 839839,
    "text": "products. Um what are they considering when they review your code? It's it's"
  },
  {
    "startMs": 842470,
    "text": "when they review your code? It's it's"
  },
  {
    "startMs": 842480,
    "text": "when they review your code? It's it's likely that they're getting all of their"
  },
  {
    "startMs": 843750,
    "text": "likely that they're getting all of their"
  },
  {
    "startMs": 843760,
    "text": "likely that they're getting all of their context from the codebase itself. Um and"
  },
  {
    "startMs": 846470,
    "text": "context from the codebase itself. Um and"
  },
  {
    "startMs": 846480,
    "text": "context from the codebase itself. Um and mostly focusing on logical correctness."
  },
  {
    "startMs": 850189,
    "text": "mostly focusing on logical correctness."
  },
  {
    "startMs": 850199,
    "text": "mostly focusing on logical correctness. [snorts] That's okay. That's good. The"
  },
  {
    "startMs": 852230,
    "text": "[snorts] That's okay. That's good. The"
  },
  {
    "startMs": 852240,
    "text": "[snorts] That's okay. That's good. The the coding agents, the the review agents"
  },
  {
    "startMs": 853910,
    "text": "the coding agents, the the review agents"
  },
  {
    "startMs": 853920,
    "text": "the coding agents, the the review agents are really really great. Um they catch a"
  },
  {
    "startMs": 855910,
    "text": "are really really great. Um they catch a"
  },
  {
    "startMs": 855920,
    "text": "are really really great. Um they catch a lot of bugs."
  },
  {
    "startMs": 858470,
    "text": "lot of bugs."
  },
  {
    "startMs": 858480,
    "text": "lot of bugs. But um at this point we make internally"
  },
  {
    "startMs": 862150,
    "text": "But um at this point we make internally"
  },
  {
    "startMs": 862160,
    "text": "But um at this point we make internally we make much more context available than"
  },
  {
    "startMs": 864150,
    "text": "we make much more context available than"
  },
  {
    "startMs": 864160,
    "text": "we make much more context available than just the codebase. Um we dispatch"
  },
  {
    "startMs": 866870,
    "text": "just the codebase. Um we dispatch"
  },
  {
    "startMs": 866880,
    "text": "just the codebase. Um we dispatch another agent. Hey agents. Uh we have a"
  },
  {
    "startMs": 869350,
    "text": "another agent. Hey agents. Uh we have a"
  },
  {
    "startMs": 869360,
    "text": "another agent. Hey agents. Uh we have a a review agent. Um it starts with that"
  },
  {
    "startMs": 872069,
    "text": "a review agent. Um it starts with that"
  },
  {
    "startMs": 872079,
    "text": "a review agent. Um it starts with that original issue um and that base context"
  },
  {
    "startMs": 874389,
    "text": "original issue um and that base context"
  },
  {
    "startMs": 874399,
    "text": "original issue um and that base context that we created with the customers and"
  },
  {
    "startMs": 875910,
    "text": "that we created with the customers and"
  },
  {
    "startMs": 875920,
    "text": "that we created with the customers and the original intent. Um and then it goes"
  },
  {
    "startMs": 878629,
    "text": "the original intent. Um and then it goes"
  },
  {
    "startMs": 878639,
    "text": "the original intent. Um and then it goes and looks for product history. So things"
  },
  {
    "startMs": 880550,
    "text": "and looks for product history. So things"
  },
  {
    "startMs": 880560,
    "text": "and looks for product history. So things like previous decisions uh reverts uh"
  },
  {
    "startMs": 884710,
    "text": "like previous decisions uh reverts uh"
  },
  {
    "startMs": 884720,
    "text": "like previous decisions uh reverts uh regressions and incidents in the same"
  },
  {
    "startMs": 886470,
    "text": "regressions and incidents in the same"
  },
  {
    "startMs": 886480,
    "text": "regressions and incidents in the same area. Um now we have code to compare"
  },
  {
    "startMs": 888870,
    "text": "area. Um now we have code to compare"
  },
  {
    "startMs": 888880,
    "text": "area. Um now we have code to compare against too, right? So we know which"
  },
  {
    "startMs": 890150,
    "text": "against too, right? So we know which"
  },
  {
    "startMs": 890160,
    "text": "against too, right? So we know which code has been touched. Um and we know"
  },
  {
    "startMs": 892150,
    "text": "code has been touched. Um and we know"
  },
  {
    "startMs": 892160,
    "text": "code has been touched. Um and we know the intent of the PR. We can we can uh"
  },
  {
    "startMs": 894790,
    "text": "the intent of the PR. We can we can uh"
  },
  {
    "startMs": 894800,
    "text": "the intent of the PR. We can we can uh further enhance enhance the context with"
  },
  {
    "startMs": 896949,
    "text": "further enhance enhance the context with"
  },
  {
    "startMs": 896959,
    "text": "further enhance enhance the context with this. Uh we also need to refine related"
  },
  {
    "startMs": 899350,
    "text": "this. Uh we also need to refine related"
  },
  {
    "startMs": 899360,
    "text": "this. Uh we also need to refine related issues. Hey, we now we now have the code"
  },
  {
    "startMs": 901030,
    "text": "issues. Hey, we now we now have the code"
  },
  {
    "startMs": 901040,
    "text": "issues. Hey, we now we now have the code context. Um this might be weeks later."
  },
  {
    "startMs": 903269,
    "text": "context. Um this might be weeks later."
  },
  {
    "startMs": 903279,
    "text": "context. Um this might be weeks later. It might be minutes later, but it might"
  },
  {
    "startMs": 904550,
    "text": "It might be minutes later, but it might"
  },
  {
    "startMs": 904560,
    "text": "It might be minutes later, but it might be a long time later too. Uh we also"
  },
  {
    "startMs": 907189,
    "text": "be a long time later too. Uh we also"
  },
  {
    "startMs": 907199,
    "text": "be a long time later too. Uh we also want to catch overlapping and"
  },
  {
    "startMs": 908389,
    "text": "want to catch overlapping and"
  },
  {
    "startMs": 908399,
    "text": "want to catch overlapping and conflicting changes. Um and we also have"
  },
  {
    "startMs": 911350,
    "text": "conflicting changes. Um and we also have"
  },
  {
    "startMs": 911360,
    "text": "conflicting changes. Um and we also have the full agent session. Um all of the"
  },
  {
    "startMs": 913750,
    "text": "the full agent session. Um all of the"
  },
  {
    "startMs": 913760,
    "text": "the full agent session. Um all of the decisions that were made in that. Maybe"
  },
  {
    "startMs": 915269,
    "text": "decisions that were made in that. Maybe"
  },
  {
    "startMs": 915279,
    "text": "decisions that were made in that. Maybe it was a oneshot. Maybe somebody went"
  },
  {
    "startMs": 917110,
    "text": "it was a oneshot. Maybe somebody went"
  },
  {
    "startMs": 917120,
    "text": "it was a oneshot. Maybe somebody went round and round um and made some"
  },
  {
    "startMs": 919509,
    "text": "round and round um and made some"
  },
  {
    "startMs": 919519,
    "text": "round and round um and made some critical decisions along the way."
  },
  {
    "startMs": 922310,
    "text": "critical decisions along the way."
  },
  {
    "startMs": 922320,
    "text": "critical decisions along the way. Um and finally, ownership tells us who"
  },
  {
    "startMs": 924550,
    "text": "Um and finally, ownership tells us who"
  },
  {
    "startMs": 924560,
    "text": "Um and finally, ownership tells us who should make the product tradeoff um and"
  },
  {
    "startMs": 928470,
    "text": "should make the product tradeoff um and"
  },
  {
    "startMs": 928480,
    "text": "should make the product tradeoff um and where review coverage may be missing. Uh"
  },
  {
    "startMs": 930550,
    "text": "where review coverage may be missing. Uh"
  },
  {
    "startMs": 930560,
    "text": "where review coverage may be missing. Uh you know, it's not always people that"
  },
  {
    "startMs": 932790,
    "text": "you know, it's not always people that"
  },
  {
    "startMs": 932800,
    "text": "you know, it's not always people that are in the codebase. It could be your"
  },
  {
    "startMs": 934230,
    "text": "are in the codebase. It could be your"
  },
  {
    "startMs": 934240,
    "text": "are in the codebase. It could be your product lead. It could be um your CEO."
  },
  {
    "startMs": 937110,
    "text": "product lead. It could be um your CEO."
  },
  {
    "startMs": 937120,
    "text": "product lead. It could be um your CEO. Uh could be your head of product. Uh"
  },
  {
    "startMs": 939590,
    "text": "Uh could be your head of product. Uh"
  },
  {
    "startMs": 939600,
    "text": "Uh could be your head of product. Uh that needs to be here too."
  },
  {
    "startMs": 944079,
    "text": "Um, so now we're thinking like less"
  },
  {
    "startMs": 946230,
    "text": "Um, so now we're thinking like less"
  },
  {
    "startMs": 946240,
    "text": "Um, so now we're thinking like less about is this code correct and more"
  },
  {
    "startMs": 949590,
    "text": "about is this code correct and more"
  },
  {
    "startMs": 949600,
    "text": "about is this code correct and more about is this the right change for the"
  },
  {
    "startMs": 952310,
    "text": "about is this the right change for the"
  },
  {
    "startMs": 952320,
    "text": "about is this the right change for the product. Um, so I have a couple of"
  },
  {
    "startMs": 955110,
    "text": "product. Um, so I have a couple of"
  },
  {
    "startMs": 955120,
    "text": "product. Um, so I have a couple of concrete examples of this. Um, these are"
  },
  {
    "startMs": 958470,
    "text": "concrete examples of this. Um, these are"
  },
  {
    "startMs": 958480,
    "text": "concrete examples of this. Um, these are all within the last few weeks uh of of"
  },
  {
    "startMs": 961670,
    "text": "all within the last few weeks uh of of"
  },
  {
    "startMs": 961680,
    "text": "all within the last few weeks uh of of our product. Um, in this case, our"
  },
  {
    "startMs": 965030,
    "text": "our product. Um, in this case, our"
  },
  {
    "startMs": 965040,
    "text": "our product. Um, in this case, our review agent found several uh relevant"
  },
  {
    "startMs": 967749,
    "text": "review agent found several uh relevant"
  },
  {
    "startMs": 967759,
    "text": "review agent found several uh relevant changes from 6 months ago and 7 months"
  },
  {
    "startMs": 970710,
    "text": "changes from 6 months ago and 7 months"
  },
  {
    "startMs": 970720,
    "text": "changes from 6 months ago and 7 months ago. um where this was marked as an"
  },
  {
    "startMs": 975269,
    "text": "ago. um where this was marked as an"
  },
  {
    "startMs": 975279,
    "text": "ago. um where this was marked as an incident risk um due to holding a DB"
  },
  {
    "startMs": 978150,
    "text": "incident risk um due to holding a DB"
  },
  {
    "startMs": 978160,
    "text": "incident risk um due to holding a DB transaction open. Um this is actually"
  },
  {
    "startMs": 980870,
    "text": "transaction open. Um this is actually"
  },
  {
    "startMs": 980880,
    "text": "transaction open. Um this is actually really great like you know a review"
  },
  {
    "startMs": 983590,
    "text": "really great like you know a review"
  },
  {
    "startMs": 983600,
    "text": "really great like you know a review agent a standard review agent may have"
  },
  {
    "startMs": 986150,
    "text": "agent a standard review agent may have"
  },
  {
    "startMs": 986160,
    "text": "agent a standard review agent may have been able to find that potentially um"
  },
  {
    "startMs": 988230,
    "text": "been able to find that potentially um"
  },
  {
    "startMs": 988240,
    "text": "been able to find that potentially um but in this case the extra context"
  },
  {
    "startMs": 989509,
    "text": "but in this case the extra context"
  },
  {
    "startMs": 989519,
    "text": "but in this case the extra context really helped and codex did not find it."
  },
  {
    "startMs": 993670,
    "text": "really helped and codex did not find it."
  },
  {
    "startMs": 993680,
    "text": "really helped and codex did not find it. Um this is a pretty visceral example"
  },
  {
    "startMs": 996150,
    "text": "Um this is a pretty visceral example"
  },
  {
    "startMs": 996160,
    "text": "Um this is a pretty visceral example where we surface decisions made uh one"
  },
  {
    "startMs": 999269,
    "text": "where we surface decisions made uh one"
  },
  {
    "startMs": 999279,
    "text": "where we surface decisions made uh one year ago uh where we dropped some UI"
  },
  {
    "startMs": 1002150,
    "text": "year ago uh where we dropped some UI"
  },
  {
    "startMs": 1002160,
    "text": "year ago uh where we dropped some UI because it was busy. Um this is the kind"
  },
  {
    "startMs": 1005030,
    "text": "because it was busy. Um this is the kind"
  },
  {
    "startMs": 1005040,
    "text": "because it was busy. Um this is the kind of decision we make a lot in a product,"
  },
  {
    "startMs": 1006870,
    "text": "of decision we make a lot in a product,"
  },
  {
    "startMs": 1006880,
    "text": "of decision we make a lot in a product, right? Like ah this this doesn't feel"
  },
  {
    "startMs": 1008710,
    "text": "right? Like ah this this doesn't feel"
  },
  {
    "startMs": 1008720,
    "text": "right? Like ah this this doesn't feel right. This doesn't feel good enough."
  },
  {
    "startMs": 1010470,
    "text": "right. This doesn't feel good enough."
  },
  {
    "startMs": 1010480,
    "text": "right. This doesn't feel good enough. How do you get that back into the coding"
  },
  {
    "startMs": 1012629,
    "text": "How do you get that back into the coding"
  },
  {
    "startMs": 1012639,
    "text": "How do you get that back into the coding agents context? Uh in this case like a"
  },
  {
    "startMs": 1015030,
    "text": "agents context? Uh in this case like a"
  },
  {
    "startMs": 1015040,
    "text": "agents context? Uh in this case like a PR attempted to read that same"
  },
  {
    "startMs": 1016870,
    "text": "PR attempted to read that same"
  },
  {
    "startMs": 1016880,
    "text": "PR attempted to read that same iconography uh that had been rejected"
  },
  {
    "startMs": 1019030,
    "text": "iconography uh that had been rejected"
  },
  {
    "startMs": 1019040,
    "text": "iconography uh that had been rejected multiple times before. uh we were able"
  },
  {
    "startMs": 1021350,
    "text": "multiple times before. uh we were able"
  },
  {
    "startMs": 1021360,
    "text": "multiple times before. uh we were able to surface that and then of course these"
  },
  {
    "startMs": 1024069,
    "text": "to surface that and then of course these"
  },
  {
    "startMs": 1024079,
    "text": "to surface that and then of course these review comments get fed straight back"
  },
  {
    "startMs": 1025590,
    "text": "review comments get fed straight back"
  },
  {
    "startMs": 1025600,
    "text": "review comments get fed straight back into the coding agent um as additional"
  },
  {
    "startMs": 1028150,
    "text": "into the coding agent um as additional"
  },
  {
    "startMs": 1028160,
    "text": "into the coding agent um as additional context"
  },
  {
    "startMs": 1030870,
    "text": "context"
  },
  {
    "startMs": 1030880,
    "text": "context and uh one more here we we have the the"
  },
  {
    "startMs": 1033909,
    "text": "and uh one more here we we have the the"
  },
  {
    "startMs": 1033919,
    "text": "and uh one more here we we have the the concept of team and workspace labels in"
  },
  {
    "startMs": 1036069,
    "text": "concept of team and workspace labels in"
  },
  {
    "startMs": 1036079,
    "text": "concept of team and workspace labels in our product as a as a hierarchy um and"
  },
  {
    "startMs": 1038789,
    "text": "our product as a as a hierarchy um and"
  },
  {
    "startMs": 1038799,
    "text": "our product as a as a hierarchy um and in this case it looked like the"
  },
  {
    "startMs": 1040710,
    "text": "in this case it looked like the"
  },
  {
    "startMs": 1040720,
    "text": "in this case it looked like the workspace labels were being displayed"
  },
  {
    "startMs": 1042549,
    "text": "workspace labels were being displayed"
  },
  {
    "startMs": 1042559,
    "text": "workspace labels were being displayed below the team labels um I don't think a"
  },
  {
    "startMs": 1045909,
    "text": "below the team labels um I don't think a"
  },
  {
    "startMs": 1045919,
    "text": "below the team labels um I don't think a code code review uh tool would generally"
  },
  {
    "startMs": 1048390,
    "text": "code code review uh tool would generally"
  },
  {
    "startMs": 1048400,
    "text": "code code review uh tool would generally pick that up uh but in this case. Yeah,"
  },
  {
    "startMs": 1050710,
    "text": "pick that up uh but in this case. Yeah,"
  },
  {
    "startMs": 1050720,
    "text": "pick that up uh but in this case. Yeah, it had a previous revert and an issue um"
  },
  {
    "startMs": 1053750,
    "text": "it had a previous revert and an issue um"
  },
  {
    "startMs": 1053760,
    "text": "it had a previous revert and an issue um related to this and was able to surface"
  },
  {
    "startMs": 1055750,
    "text": "related to this and was able to surface"
  },
  {
    "startMs": 1055760,
    "text": "related to this and was able to surface that."
  },
  {
    "startMs": 1057430,
    "text": "that."
  },
  {
    "startMs": 1057440,
    "text": "that. So, this is where it's able to like"
  },
  {
    "startMs": 1059029,
    "text": "So, this is where it's able to like"
  },
  {
    "startMs": 1059039,
    "text": "So, this is where it's able to like maintain that sense of coherence."
  },
  {
    "startMs": 1062960,
    "text": "And there's no place in the code that"
  },
  {
    "startMs": 1064390,
    "text": "And there's no place in the code that"
  },
  {
    "startMs": 1064400,
    "text": "And there's no place in the code that defines that there's so many places that"
  },
  {
    "startMs": 1065830,
    "text": "defines that there's so many places that"
  },
  {
    "startMs": 1065840,
    "text": "defines that there's so many places that labels are listed, for example."
  },
  {
    "startMs": 1070080,
    "text": "Um we also built a UI around this that"
  },
  {
    "startMs": 1072870,
    "text": "Um we also built a UI around this that"
  },
  {
    "startMs": 1072880,
    "text": "Um we also built a UI around this that will guide a human reviewer through the"
  },
  {
    "startMs": 1074630,
    "text": "will guide a human reviewer through the"
  },
  {
    "startMs": 1074640,
    "text": "will guide a human reviewer through the change set uh and acts as a place to"
  },
  {
    "startMs": 1076549,
    "text": "change set uh and acts as a place to"
  },
  {
    "startMs": 1076559,
    "text": "change set uh and acts as a place to surface those decisions."
  },
  {
    "startMs": 1078710,
    "text": "surface those decisions."
  },
  {
    "startMs": 1078720,
    "text": "surface those decisions. um and places where the judgment calls"
  },
  {
    "startMs": 1080950,
    "text": "um and places where the judgment calls"
  },
  {
    "startMs": 1080960,
    "text": "um and places where the judgment calls are needed. You can use any review"
  },
  {
    "startMs": 1082470,
    "text": "are needed. You can use any review"
  },
  {
    "startMs": 1082480,
    "text": "are needed. You can use any review product for this, of course, but you"
  },
  {
    "startMs": 1084150,
    "text": "product for this, of course, but you"
  },
  {
    "startMs": 1084160,
    "text": "product for this, of course, but you know, we we we want to build tools."
  },
  {
    "startMs": 1086630,
    "text": "know, we we we want to build tools."
  },
  {
    "startMs": 1086640,
    "text": "know, we we we want to build tools. We're we're a big fan of like um"
  },
  {
    "startMs": 1089350,
    "text": "We're we're a big fan of like um"
  },
  {
    "startMs": 1089360,
    "text": "We're we're a big fan of like um handcrafted tools and we wanted to make"
  },
  {
    "startMs": 1091110,
    "text": "handcrafted tools and we wanted to make"
  },
  {
    "startMs": 1091120,
    "text": "handcrafted tools and we wanted to make the the best one we could. So, we built"
  },
  {
    "startMs": 1093190,
    "text": "the the best one we could. So, we built"
  },
  {
    "startMs": 1093200,
    "text": "the the best one we could. So, we built this surface."
  },
  {
    "startMs": 1096480,
    "text": "Um and then the final stage is like"
  },
  {
    "startMs": 1098310,
    "text": "Um and then the final stage is like"
  },
  {
    "startMs": 1098320,
    "text": "Um and then the final stage is like distilling that feedback. So, along the"
  },
  {
    "startMs": 1100710,
    "text": "distilling that feedback. So, along the"
  },
  {
    "startMs": 1100720,
    "text": "distilling that feedback. So, along the way, these comments have been stored um"
  },
  {
    "startMs": 1102950,
    "text": "way, these comments have been stored um"
  },
  {
    "startMs": 1102960,
    "text": "way, these comments have been stored um on issues on PRs. Uh changes have been"
  },
  {
    "startMs": 1105669,
    "text": "on issues on PRs. Uh changes have been"
  },
  {
    "startMs": 1105679,
    "text": "on issues on PRs. Uh changes have been merged into the codebase. a lot of"
  },
  {
    "startMs": 1107430,
    "text": "merged into the codebase. a lot of"
  },
  {
    "startMs": 1107440,
    "text": "merged into the codebase. a lot of context has built up."
  },
  {
    "startMs": 1110310,
    "text": "context has built up."
  },
  {
    "startMs": 1110320,
    "text": "context has built up. Um this this is like multiplied at the"
  },
  {
    "startMs": 1112310,
    "text": "Um this this is like multiplied at the"
  },
  {
    "startMs": 1112320,
    "text": "Um this this is like multiplied at the organizational level not just in the"
  },
  {
    "startMs": 1114630,
    "text": "organizational level not just in the"
  },
  {
    "startMs": 1114640,
    "text": "organizational level not just in the code. Um"
  },
  {
    "startMs": 1117350,
    "text": "code. Um"
  },
  {
    "startMs": 1117360,
    "text": "code. Um this gives like the human um corrective"
  },
  {
    "startMs": 1119990,
    "text": "this gives like the human um corrective"
  },
  {
    "startMs": 1120000,
    "text": "this gives like the human um corrective influence beyond the the current change."
  },
  {
    "startMs": 1123909,
    "text": "influence beyond the the current change."
  },
  {
    "startMs": 1123919,
    "text": "influence beyond the the current change. Hopefully we spend less time making the"
  },
  {
    "startMs": 1125590,
    "text": "Hopefully we spend less time making the"
  },
  {
    "startMs": 1125600,
    "text": "Hopefully we spend less time making the same correction twice."
  },
  {
    "startMs": 1128789,
    "text": "same correction twice."
  },
  {
    "startMs": 1128799,
    "text": "same correction twice. And then on top of those changes that"
  },
  {
    "startMs": 1130310,
    "text": "And then on top of those changes that"
  },
  {
    "startMs": 1130320,
    "text": "And then on top of those changes that end up back in the code, end up in the"
  },
  {
    "startMs": 1131909,
    "text": "end up back in the code, end up in the"
  },
  {
    "startMs": 1131919,
    "text": "end up back in the code, end up in the issue tracker, um end up in the pull"
  },
  {
    "startMs": 1134150,
    "text": "issue tracker, um end up in the pull"
  },
  {
    "startMs": 1134160,
    "text": "issue tracker, um end up in the pull requests, we um also have a a specific"
  },
  {
    "startMs": 1137750,
    "text": "requests, we um also have a a specific"
  },
  {
    "startMs": 1137760,
    "text": "requests, we um also have a a specific loop setup. This is an automation that"
  },
  {
    "startMs": 1139669,
    "text": "loop setup. This is an automation that"
  },
  {
    "startMs": 1139679,
    "text": "loop setup. This is an automation that runs once a day, but it could uh could"
  },
  {
    "startMs": 1142310,
    "text": "runs once a day, but it could uh could"
  },
  {
    "startMs": 1142320,
    "text": "runs once a day, but it could uh could be less or more depending on your PR"
  },
  {
    "startMs": 1144470,
    "text": "be less or more depending on your PR"
  },
  {
    "startMs": 1144480,
    "text": "be less or more depending on your PR volume that will troll through all of"
  },
  {
    "startMs": 1146630,
    "text": "volume that will troll through all of"
  },
  {
    "startMs": 1146640,
    "text": "volume that will troll through all of the code that has been merged in that"
  },
  {
    "startMs": 1148390,
    "text": "the code that has been merged in that"
  },
  {
    "startMs": 1148400,
    "text": "the code that has been merged in that day."
  },
  {
    "startMs": 1150549,
    "text": "day."
  },
  {
    "startMs": 1150559,
    "text": "day. Um it will find actionable lessons uh"
  },
  {
    "startMs": 1153270,
    "text": "Um it will find actionable lessons uh"
  },
  {
    "startMs": 1153280,
    "text": "Um it will find actionable lessons uh places where"
  },
  {
    "startMs": 1155669,
    "text": "places where"
  },
  {
    "startMs": 1155679,
    "text": "places where um these types of comments happened in"
  },
  {
    "startMs": 1157190,
    "text": "um these types of comments happened in"
  },
  {
    "startMs": 1157200,
    "text": "um these types of comments happened in the PRs and changes were made or reverts"
  },
  {
    "startMs": 1159510,
    "text": "the PRs and changes were made or reverts"
  },
  {
    "startMs": 1159520,
    "text": "the PRs and changes were made or reverts happened. Um extract learnings and then"
  },
  {
    "startMs": 1162390,
    "text": "happened. Um extract learnings and then"
  },
  {
    "startMs": 1162400,
    "text": "happened. Um extract learnings and then inject them back into the codebase um"
  },
  {
    "startMs": 1164549,
    "text": "inject them back into the codebase um"
  },
  {
    "startMs": 1164559,
    "text": "inject them back into the codebase um either in the agents.mmd or in the"
  },
  {
    "startMs": 1166630,
    "text": "either in the agents.mmd or in the"
  },
  {
    "startMs": 1166640,
    "text": "either in the agents.mmd or in the related documentation"
  },
  {
    "startMs": 1168710,
    "text": "related documentation"
  },
  {
    "startMs": 1168720,
    "text": "related documentation um just to make sure that those"
  },
  {
    "startMs": 1170230,
    "text": "um just to make sure that those"
  },
  {
    "startMs": 1170240,
    "text": "um just to make sure that those learnings are continuously compounding."
  },
  {
    "startMs": 1172710,
    "text": "learnings are continuously compounding."
  },
  {
    "startMs": 1172720,
    "text": "learnings are continuously compounding. Uh the exact prompt is something you you"
  },
  {
    "startMs": 1174870,
    "text": "Uh the exact prompt is something you you"
  },
  {
    "startMs": 1174880,
    "text": "Uh the exact prompt is something you you just have to experiment with and um"
  },
  {
    "startMs": 1177590,
    "text": "just have to experiment with and um"
  },
  {
    "startMs": 1177600,
    "text": "just have to experiment with and um obviously these changes aren't something"
  },
  {
    "startMs": 1178950,
    "text": "obviously these changes aren't something"
  },
  {
    "startMs": 1178960,
    "text": "obviously these changes aren't something you want to build up forever. You don't"
  },
  {
    "startMs": 1180070,
    "text": "you want to build up forever. You don't"
  },
  {
    "startMs": 1180080,
    "text": "you want to build up forever. You don't want your agents MD to end up like a"
  },
  {
    "startMs": 1181750,
    "text": "want your agents MD to end up like a"
  },
  {
    "startMs": 1181760,
    "text": "want your agents MD to end up like a million lines of context. So this is"
  },
  {
    "startMs": 1183750,
    "text": "million lines of context. So this is"
  },
  {
    "startMs": 1183760,
    "text": "million lines of context. So this is this is something that that you have to"
  },
  {
    "startMs": 1185430,
    "text": "this is something that that you have to"
  },
  {
    "startMs": 1185440,
    "text": "this is something that that you have to uh it's very Tom."
  },
  {
    "startMs": 1191840,
    "text": "This is this is a linear automation but"
  },
  {
    "startMs": 1193510,
    "text": "This is this is a linear automation but"
  },
  {
    "startMs": 1193520,
    "text": "This is this is a linear automation but you could use any automation product for"
  },
  {
    "startMs": 1195029,
    "text": "you could use any automation product for"
  },
  {
    "startMs": 1195039,
    "text": "you could use any automation product for it. Yeah. Um you know I think every"
  },
  {
    "startMs": 1197830,
    "text": "it. Yeah. Um you know I think every"
  },
  {
    "startMs": 1197840,
    "text": "it. Yeah. Um you know I think every product has has some sort of automation"
  },
  {
    "startMs": 1199510,
    "text": "product has has some sort of automation"
  },
  {
    "startMs": 1199520,
    "text": "product has has some sort of automation trigger at this point."
  },
  {
    "startMs": 1204240,
    "text": "So what does carrying the context"
  },
  {
    "startMs": 1205909,
    "text": "So what does carrying the context"
  },
  {
    "startMs": 1205919,
    "text": "So what does carrying the context through the whole workflow buy us? Um"
  },
  {
    "startMs": 1209350,
    "text": "through the whole workflow buy us? Um"
  },
  {
    "startMs": 1209360,
    "text": "through the whole workflow buy us? Um hopefully I've kind of described it"
  },
  {
    "startMs": 1210710,
    "text": "hopefully I've kind of described it"
  },
  {
    "startMs": 1210720,
    "text": "hopefully I've kind of described it right like fewer changes that solve the"
  },
  {
    "startMs": 1213270,
    "text": "right like fewer changes that solve the"
  },
  {
    "startMs": 1213280,
    "text": "right like fewer changes that solve the wrong problem to begin with. Um at"
  },
  {
    "startMs": 1216630,
    "text": "wrong problem to begin with. Um at"
  },
  {
    "startMs": 1216640,
    "text": "wrong problem to begin with. Um at intake understanding the intent helps us"
  },
  {
    "startMs": 1218950,
    "text": "intake understanding the intent helps us"
  },
  {
    "startMs": 1218960,
    "text": "intake understanding the intent helps us with that. Um during implementation the"
  },
  {
    "startMs": 1222070,
    "text": "with that. Um during implementation the"
  },
  {
    "startMs": 1222080,
    "text": "with that. Um during implementation the the product history and conventures help"
  },
  {
    "startMs": 1223830,
    "text": "the product history and conventures help"
  },
  {
    "startMs": 1223840,
    "text": "the product history and conventures help us uh build on decisions that we've made"
  },
  {
    "startMs": 1226230,
    "text": "us uh build on decisions that we've made"
  },
  {
    "startMs": 1226240,
    "text": "us uh build on decisions that we've made before."
  },
  {
    "startMs": 1227990,
    "text": "before."
  },
  {
    "startMs": 1228000,
    "text": "before. uh at review seeing the related work"
  },
  {
    "startMs": 1229990,
    "text": "uh at review seeing the related work"
  },
  {
    "startMs": 1230000,
    "text": "uh at review seeing the related work helps us catch conflicts um in the"
  },
  {
    "startMs": 1232870,
    "text": "helps us catch conflicts um in the"
  },
  {
    "startMs": 1232880,
    "text": "helps us catch conflicts um in the product and with ongoing work. I didn't"
  },
  {
    "startMs": 1234549,
    "text": "product and with ongoing work. I didn't"
  },
  {
    "startMs": 1234559,
    "text": "product and with ongoing work. I didn't give an example of that but it exists."
  },
  {
    "startMs": 1236710,
    "text": "give an example of that but it exists."
  },
  {
    "startMs": 1236720,
    "text": "give an example of that but it exists. Um and decides like whether the change"
  },
  {
    "startMs": 1238950,
    "text": "Um and decides like whether the change"
  },
  {
    "startMs": 1238960,
    "text": "Um and decides like whether the change like fits the product as a whole. Um the"
  },
  {
    "startMs": 1242310,
    "text": "like fits the product as a whole. Um the"
  },
  {
    "startMs": 1242320,
    "text": "like fits the product as a whole. Um the aim here is for to uh is for fewer"
  },
  {
    "startMs": 1244789,
    "text": "aim here is for to uh is for fewer"
  },
  {
    "startMs": 1244799,
    "text": "aim here is for to uh is for fewer avoidable mistakes less rework and with"
  },
  {
    "startMs": 1247590,
    "text": "avoidable mistakes less rework and with"
  },
  {
    "startMs": 1247600,
    "text": "avoidable mistakes less rework and with that we get faster inter faster"
  },
  {
    "startMs": 1249590,
    "text": "that we get faster inter faster"
  },
  {
    "startMs": 1249600,
    "text": "that we get faster inter faster iteration. Um and then at that final"
  },
  {
    "startMs": 1252549,
    "text": "iteration. Um and then at that final"
  },
  {
    "startMs": 1252559,
    "text": "iteration. Um and then at that final distillation loop uh that final"
  },
  {
    "startMs": 1254710,
    "text": "distillation loop uh that final"
  },
  {
    "startMs": 1254720,
    "text": "distillation loop uh that final automation you know human judgment that"
  },
  {
    "startMs": 1257110,
    "text": "automation you know human judgment that"
  },
  {
    "startMs": 1257120,
    "text": "automation you know human judgment that happened during this whole process uh"
  },
  {
    "startMs": 1259430,
    "text": "happened during this whole process uh"
  },
  {
    "startMs": 1259440,
    "text": "happened during this whole process uh becomes context for the next loop"
  },
  {
    "startMs": 1260870,
    "text": "becomes context for the next loop"
  },
  {
    "startMs": 1260880,
    "text": "becomes context for the next loop around. You know our our judgment"
  },
  {
    "startMs": 1263510,
    "text": "around. You know our our judgment"
  },
  {
    "startMs": 1263520,
    "text": "around. You know our our judgment matters more as code gets cheaper."
  }
]