[
  {
    "startMs": 160,
    "text": "Hello, my name is Nikolai Petro and we"
  },
  {
    "startMs": 2389,
    "text": "Hello, my name is Nikolai Petro and we"
  },
  {
    "startMs": 2399,
    "text": "Hello, my name is Nikolai Petro and we will be talking about skills and agents"
  },
  {
    "startMs": 4870,
    "text": "will be talking about skills and agents"
  },
  {
    "startMs": 4880,
    "text": "will be talking about skills and agents knowledge of those skills."
  },
  {
    "startMs": 8549,
    "text": "knowledge of those skills."
  },
  {
    "startMs": 8559,
    "text": "knowledge of those skills. We'll start it with the simple prompts"
  },
  {
    "startMs": 10629,
    "text": "We'll start it with the simple prompts"
  },
  {
    "startMs": 10639,
    "text": "We'll start it with the simple prompts where we've been"
  },
  {
    "startMs": 12790,
    "text": "where we've been"
  },
  {
    "startMs": 12800,
    "text": "where we've been playing with the new stuff, new work"
  },
  {
    "startMs": 14629,
    "text": "playing with the new stuff, new work"
  },
  {
    "startMs": 14639,
    "text": "playing with the new stuff, new work being done by the agents, repeating"
  },
  {
    "startMs": 16470,
    "text": "being done by the agents, repeating"
  },
  {
    "startMs": 16480,
    "text": "being done by the agents, repeating those prompts over and over again. And"
  },
  {
    "startMs": 18550,
    "text": "those prompts over and over again. And"
  },
  {
    "startMs": 18560,
    "text": "those prompts over and over again. And then we start packing those into the"
  },
  {
    "startMs": 20310,
    "text": "then we start packing those into the"
  },
  {
    "startMs": 20320,
    "text": "then we start packing those into the skills,"
  },
  {
    "startMs": 21990,
    "text": "skills,"
  },
  {
    "startMs": 22000,
    "text": "skills, creating repeatable, reproducible,"
  },
  {
    "startMs": 24390,
    "text": "creating repeatable, reproducible,"
  },
  {
    "startMs": 24400,
    "text": "creating repeatable, reproducible, portable type of their functionality"
  },
  {
    "startMs": 28710,
    "text": "portable type of their functionality"
  },
  {
    "startMs": 28720,
    "text": "portable type of their functionality or capabilities that we can teach agents"
  },
  {
    "startMs": 32229,
    "text": "or capabilities that we can teach agents"
  },
  {
    "startMs": 32239,
    "text": "or capabilities that we can teach agents to work with. And some of those skills"
  },
  {
    "startMs": 34310,
    "text": "to work with. And some of those skills"
  },
  {
    "startMs": 34320,
    "text": "to work with. And some of those skills are very important. hundreds of the"
  },
  {
    "startMs": 35830,
    "text": "are very important. hundreds of the"
  },
  {
    "startMs": 35840,
    "text": "are very important. hundreds of the stars on GitHub."
  },
  {
    "startMs": 40239,
    "text": "There are different types of their"
  },
  {
    "startMs": 41670,
    "text": "There are different types of their"
  },
  {
    "startMs": 41680,
    "text": "There are different types of their skills. Some teach models something new"
  },
  {
    "startMs": 45270,
    "text": "skills. Some teach models something new"
  },
  {
    "startMs": 45280,
    "text": "skills. Some teach models something new bringing new knowledge or capabilities"
  },
  {
    "startMs": 47350,
    "text": "bringing new knowledge or capabilities"
  },
  {
    "startMs": 47360,
    "text": "bringing new knowledge or capabilities to the model. But there are also types"
  },
  {
    "startMs": 50950,
    "text": "to the model. But there are also types"
  },
  {
    "startMs": 50960,
    "text": "to the model. But there are also types of their just steering or process skills"
  },
  {
    "startMs": 53270,
    "text": "of their just steering or process skills"
  },
  {
    "startMs": 53280,
    "text": "of their just steering or process skills where we"
  },
  {
    "startMs": 55510,
    "text": "where we"
  },
  {
    "startMs": 55520,
    "text": "where we do not bring any additional information"
  },
  {
    "startMs": 57189,
    "text": "do not bring any additional information"
  },
  {
    "startMs": 57199,
    "text": "do not bring any additional information but just getting repeatable"
  },
  {
    "startMs": 60630,
    "text": "but just getting repeatable"
  },
  {
    "startMs": 60640,
    "text": "but just getting repeatable flow of the actions that we want agents"
  },
  {
    "startMs": 62950,
    "text": "flow of the actions that we want agents"
  },
  {
    "startMs": 62960,
    "text": "flow of the actions that we want agents to perform. both are useful. In this"
  },
  {
    "startMs": 66630,
    "text": "to perform. both are useful. In this"
  },
  {
    "startMs": 66640,
    "text": "to perform. both are useful. In this session, we will be talking about new"
  },
  {
    "startMs": 68469,
    "text": "session, we will be talking about new"
  },
  {
    "startMs": 68479,
    "text": "session, we will be talking about new knowledge type of the skills"
  },
  {
    "startMs": 70789,
    "text": "knowledge type of the skills"
  },
  {
    "startMs": 70799,
    "text": "knowledge type of the skills and"
  },
  {
    "startMs": 72950,
    "text": "and"
  },
  {
    "startMs": 72960,
    "text": "and we'll see what we can"
  },
  {
    "startMs": 75910,
    "text": "we'll see what we can"
  },
  {
    "startMs": 75920,
    "text": "we'll see what we can get from the models understanding of"
  },
  {
    "startMs": 77749,
    "text": "get from the models understanding of"
  },
  {
    "startMs": 77759,
    "text": "get from the models understanding of those skills."
  },
  {
    "startMs": 80950,
    "text": "those skills."
  },
  {
    "startMs": 80960,
    "text": "those skills. So, we get our first skills packed,"
  },
  {
    "startMs": 84070,
    "text": "So, we get our first skills packed,"
  },
  {
    "startMs": 84080,
    "text": "So, we get our first skills packed, start using them. Um, basically"
  },
  {
    "startMs": 88310,
    "text": "start using them. Um, basically"
  },
  {
    "startMs": 88320,
    "text": "start using them. Um, basically starting with the the feel of does it"
  },
  {
    "startMs": 91270,
    "text": "starting with the the feel of does it"
  },
  {
    "startMs": 91280,
    "text": "starting with the the feel of does it work or not. But there is also the more"
  },
  {
    "startMs": 93830,
    "text": "work or not. But there is also the more"
  },
  {
    "startMs": 93840,
    "text": "work or not. But there is also the more technical way and more deterministic way"
  },
  {
    "startMs": 95670,
    "text": "technical way and more deterministic way"
  },
  {
    "startMs": 95680,
    "text": "technical way and more deterministic way of the checking if skills are working or"
  },
  {
    "startMs": 97990,
    "text": "of the checking if skills are working or"
  },
  {
    "startMs": 98000,
    "text": "of the checking if skills are working or not and what's the impacts of those"
  },
  {
    "startMs": 100390,
    "text": "not and what's the impacts of those"
  },
  {
    "startMs": 100400,
    "text": "not and what's the impacts of those skills are evolves. There are different"
  },
  {
    "startMs": 103590,
    "text": "skills are evolves. There are different"
  },
  {
    "startMs": 103600,
    "text": "skills are evolves. There are different formats where evolves can be defined but"
  },
  {
    "startMs": 106950,
    "text": "formats where evolves can be defined but"
  },
  {
    "startMs": 106960,
    "text": "formats where evolves can be defined but at the sense this is task definition"
  },
  {
    "startMs": 108950,
    "text": "at the sense this is task definition"
  },
  {
    "startMs": 108960,
    "text": "at the sense this is task definition that you want your agent to be able to"
  },
  {
    "startMs": 111429,
    "text": "that you want your agent to be able to"
  },
  {
    "startMs": 111439,
    "text": "that you want your agent to be able to solve."
  },
  {
    "startMs": 113830,
    "text": "solve."
  },
  {
    "startMs": 113840,
    "text": "solve. You put it in the place ideally more"
  },
  {
    "startMs": 115990,
    "text": "You put it in the place ideally more"
  },
  {
    "startMs": 116000,
    "text": "You put it in the place ideally more deterministic so we can uh validate it"
  },
  {
    "startMs": 118950,
    "text": "deterministic so we can uh validate it"
  },
  {
    "startMs": 118960,
    "text": "deterministic so we can uh validate it and we can check two arms. One they're"
  },
  {
    "startMs": 122870,
    "text": "and we can check two arms. One they're"
  },
  {
    "startMs": 122880,
    "text": "and we can check two arms. One they're no skill loaded and there second one"
  },
  {
    "startMs": 125190,
    "text": "no skill loaded and there second one"
  },
  {
    "startMs": 125200,
    "text": "no skill loaded and there second one where we're loading the skill and"
  },
  {
    "startMs": 126550,
    "text": "where we're loading the skill and"
  },
  {
    "startMs": 126560,
    "text": "where we're loading the skill and providing this additional information to"
  },
  {
    "startMs": 128150,
    "text": "providing this additional information to"
  },
  {
    "startMs": 128160,
    "text": "providing this additional information to the context and we compare how the runs."
  },
  {
    "startMs": 131990,
    "text": "the context and we compare how the runs."
  },
  {
    "startMs": 132000,
    "text": "the context and we compare how the runs. There are multiple things. One is how"
  },
  {
    "startMs": 134070,
    "text": "There are multiple things. One is how"
  },
  {
    "startMs": 134080,
    "text": "There are multiple things. One is how many"
  },
  {
    "startMs": 136070,
    "text": "many"
  },
  {
    "startMs": 136080,
    "text": "many evolves been solved. In this case with"
  },
  {
    "startMs": 138630,
    "text": "evolves been solved. In this case with"
  },
  {
    "startMs": 138640,
    "text": "evolves been solved. In this case with no skill we're solving three out of"
  },
  {
    "startMs": 140070,
    "text": "no skill we're solving three out of"
  },
  {
    "startMs": 140080,
    "text": "no skill we're solving three out of five. With skill we're solving all five."
  },
  {
    "startMs": 143350,
    "text": "five. With skill we're solving all five."
  },
  {
    "startMs": 143360,
    "text": "five. With skill we're solving all five. meaning that we get two more tasks."
  },
  {
    "startMs": 146470,
    "text": "meaning that we get two more tasks."
  },
  {
    "startMs": 146480,
    "text": "meaning that we get two more tasks. There also would be implications on the"
  },
  {
    "startMs": 148790,
    "text": "There also would be implications on the"
  },
  {
    "startMs": 148800,
    "text": "There also would be implications on the tokens usage or time that it took those"
  },
  {
    "startMs": 152150,
    "text": "tokens usage or time that it took those"
  },
  {
    "startMs": 152160,
    "text": "tokens usage or time that it took those tasks to be completed and other factors."
  },
  {
    "startMs": 155190,
    "text": "tasks to be completed and other factors."
  },
  {
    "startMs": 155200,
    "text": "tasks to be completed and other factors. But at the end, we are comparing those"
  },
  {
    "startMs": 157110,
    "text": "But at the end, we are comparing those"
  },
  {
    "startMs": 157120,
    "text": "But at the end, we are comparing those and seeing what makes sense, what not."
  },
  {
    "startMs": 159990,
    "text": "and seeing what makes sense, what not."
  },
  {
    "startMs": 160000,
    "text": "and seeing what makes sense, what not. And this is one of the main tools for"
  },
  {
    "startMs": 162309,
    "text": "And this is one of the main tools for"
  },
  {
    "startMs": 162319,
    "text": "And this is one of the main tools for evaluating the skills and uh saying that"
  },
  {
    "startMs": 165430,
    "text": "evaluating the skills and uh saying that"
  },
  {
    "startMs": 165440,
    "text": "evaluating the skills and uh saying that they not just nice ideas but actually"
  },
  {
    "startMs": 168550,
    "text": "they not just nice ideas but actually"
  },
  {
    "startMs": 168560,
    "text": "they not just nice ideas but actually working pieces of instructions and"
  },
  {
    "startMs": 170550,
    "text": "working pieces of instructions and"
  },
  {
    "startMs": 170560,
    "text": "working pieces of instructions and context for the agents."
  },
  {
    "startMs": 173750,
    "text": "context for the agents."
  },
  {
    "startMs": 173760,
    "text": "context for the agents. But what next? We get to the stage where"
  },
  {
    "startMs": 177110,
    "text": "But what next? We get to the stage where"
  },
  {
    "startMs": 177120,
    "text": "But what next? We get to the stage where we have their working skill. It solves"
  },
  {
    "startMs": 179830,
    "text": "we have their working skill. It solves"
  },
  {
    "startMs": 179840,
    "text": "we have their working skill. It solves all some evolves. But we know that there"
  },
  {
    "startMs": 184070,
    "text": "all some evolves. But we know that there"
  },
  {
    "startMs": 184080,
    "text": "all some evolves. But we know that there should be a better way. We have models"
  },
  {
    "startMs": 186470,
    "text": "should be a better way. We have models"
  },
  {
    "startMs": 186480,
    "text": "should be a better way. We have models evolving. We have u some"
  },
  {
    "startMs": 190790,
    "text": "evolving. We have u some"
  },
  {
    "startMs": 190800,
    "text": "evolving. We have u some might be cases where we want"
  },
  {
    "startMs": 194229,
    "text": "might be cases where we want"
  },
  {
    "startMs": 194239,
    "text": "might be cases where we want to get skill more efficient meaning"
  },
  {
    "startMs": 197110,
    "text": "to get skill more efficient meaning"
  },
  {
    "startMs": 197120,
    "text": "to get skill more efficient meaning consuming less tokens. So what's there"
  },
  {
    "startMs": 199430,
    "text": "consuming less tokens. So what's there"
  },
  {
    "startMs": 199440,
    "text": "consuming less tokens. So what's there the options there? One is just change"
  },
  {
    "startMs": 202949,
    "text": "the options there? One is just change"
  },
  {
    "startMs": 202959,
    "text": "the options there? One is just change line by line and try brute force all the"
  },
  {
    "startMs": 207270,
    "text": "line by line and try brute force all the"
  },
  {
    "startMs": 207280,
    "text": "line by line and try brute force all the different combinations. Another would be"
  },
  {
    "startMs": 210309,
    "text": "different combinations. Another would be"
  },
  {
    "startMs": 210319,
    "text": "different combinations. Another would be to think through what makes sense. So"
  },
  {
    "startMs": 212550,
    "text": "to think through what makes sense. So"
  },
  {
    "startMs": 212560,
    "text": "to think through what makes sense. So maybe use something as the user feedback"
  },
  {
    "startMs": 216390,
    "text": "maybe use something as the user feedback"
  },
  {
    "startMs": 216400,
    "text": "maybe use something as the user feedback on the skills to see where the skills"
  },
  {
    "startMs": 219270,
    "text": "on the skills to see where the skills"
  },
  {
    "startMs": 219280,
    "text": "on the skills to see where the skills perform well. Uh there it's not. And"
  },
  {
    "startMs": 222630,
    "text": "perform well. Uh there it's not. And"
  },
  {
    "startMs": 222640,
    "text": "perform well. Uh there it's not. And with new models just running scale and"
  },
  {
    "startMs": 225990,
    "text": "with new models just running scale and"
  },
  {
    "startMs": 226000,
    "text": "with new models just running scale and seeing how it works. What's the options"
  },
  {
    "startMs": 228630,
    "text": "seeing how it works. What's the options"
  },
  {
    "startMs": 228640,
    "text": "seeing how it works. What's the options there? And how large those modification"
  },
  {
    "startMs": 232229,
    "text": "there? And how large those modification"
  },
  {
    "startMs": 232239,
    "text": "there? And how large those modification should be just"
  },
  {
    "startMs": 234390,
    "text": "should be just"
  },
  {
    "startMs": 234400,
    "text": "should be just lines, sentences, ideas."
  },
  {
    "startMs": 240720,
    "text": "So what we found to be useful is instead"
  },
  {
    "startMs": 244470,
    "text": "So what we found to be useful is instead"
  },
  {
    "startMs": 244480,
    "text": "So what we found to be useful is instead of relying on their luck we can put more"
  },
  {
    "startMs": 248229,
    "text": "of relying on their luck we can put more"
  },
  {
    "startMs": 248239,
    "text": "of relying on their luck we can put more deterministic process here using idea of"
  },
  {
    "startMs": 251270,
    "text": "deterministic process here using idea of"
  },
  {
    "startMs": 251280,
    "text": "deterministic process here using idea of their items from their fact score. U"
  },
  {
    "startMs": 255670,
    "text": "their items from their fact score. U"
  },
  {
    "startMs": 255680,
    "text": "their items from their fact score. U we can split their skill and"
  },
  {
    "startMs": 258469,
    "text": "we can split their skill and"
  },
  {
    "startMs": 258479,
    "text": "we can split their skill and instructions into those items and"
  },
  {
    "startMs": 263350,
    "text": "instructions into those items and"
  },
  {
    "startMs": 263360,
    "text": "instructions into those items and for each of those had the pair of"
  },
  {
    "startMs": 266629,
    "text": "for each of those had the pair of"
  },
  {
    "startMs": 266639,
    "text": "for each of those had the pair of question and answer that we expect."
  },
  {
    "startMs": 269749,
    "text": "question and answer that we expect."
  },
  {
    "startMs": 269759,
    "text": "question and answer that we expect. This could be either general ideas like"
  },
  {
    "startMs": 272790,
    "text": "This could be either general ideas like"
  },
  {
    "startMs": 272800,
    "text": "This could be either general ideas like proposition in this case or contracts."
  },
  {
    "startMs": 275590,
    "text": "proposition in this case or contracts."
  },
  {
    "startMs": 275600,
    "text": "proposition in this case or contracts. There we put more definitive expectation"
  },
  {
    "startMs": 279270,
    "text": "There we put more definitive expectation"
  },
  {
    "startMs": 279280,
    "text": "There we put more definitive expectation on their action"
  },
  {
    "startMs": 284240,
    "text": "and in general we will be getting the u"
  },
  {
    "startMs": 290400,
    "text": "some predefined amount of the items per"
  },
  {
    "startMs": 293510,
    "text": "some predefined amount of the items per"
  },
  {
    "startMs": 293520,
    "text": "some predefined amount of the items per skill and we will have let's say"
  },
  {
    "startMs": 297189,
    "text": "skill and we will have let's say"
  },
  {
    "startMs": 297199,
    "text": "skill and we will have let's say 25 or 30 items per skill."
  },
  {
    "startMs": 301590,
    "text": "25 or 30 items per skill."
  },
  {
    "startMs": 301600,
    "text": "25 or 30 items per skill. Then for each of the items we will again"
  },
  {
    "startMs": 305030,
    "text": "Then for each of the items we will again"
  },
  {
    "startMs": 305040,
    "text": "Then for each of the items we will again run two arms, one without skill and one"
  },
  {
    "startMs": 308629,
    "text": "run two arms, one without skill and one"
  },
  {
    "startMs": 308639,
    "text": "run two arms, one without skill and one with skill"
  },
  {
    "startMs": 310469,
    "text": "with skill"
  },
  {
    "startMs": 310479,
    "text": "with skill and we will have judge or panel of"
  },
  {
    "startMs": 314390,
    "text": "and we will have judge or panel of"
  },
  {
    "startMs": 314400,
    "text": "and we will have judge or panel of judges that will be evaluating model"
  },
  {
    "startMs": 316950,
    "text": "judges that will be evaluating model"
  },
  {
    "startMs": 316960,
    "text": "judges that will be evaluating model answers. So we asking those questions to"
  },
  {
    "startMs": 318790,
    "text": "answers. So we asking those questions to"
  },
  {
    "startMs": 318800,
    "text": "answers. So we asking those questions to the model that we're interested in."
  },
  {
    "startMs": 321590,
    "text": "the model that we're interested in."
  },
  {
    "startMs": 321600,
    "text": "the model that we're interested in. We evaluating those questions with the"
  },
  {
    "startMs": 325029,
    "text": "We evaluating those questions with the"
  },
  {
    "startMs": 325039,
    "text": "We evaluating those questions with the judge ideally different family of the"
  },
  {
    "startMs": 327909,
    "text": "judge ideally different family of the"
  },
  {
    "startMs": 327919,
    "text": "judge ideally different family of the models or panel of judges. We also"
  },
  {
    "startMs": 331029,
    "text": "models or panel of judges. We also"
  },
  {
    "startMs": 331039,
    "text": "models or panel of judges. We also ensures that the question do not leak"
  },
  {
    "startMs": 333990,
    "text": "ensures that the question do not leak"
  },
  {
    "startMs": 334000,
    "text": "ensures that the question do not leak answers."
  },
  {
    "startMs": 336790,
    "text": "answers."
  },
  {
    "startMs": 336800,
    "text": "answers. We depending on the case can compare"
  },
  {
    "startMs": 339670,
    "text": "We depending on the case can compare"
  },
  {
    "startMs": 339680,
    "text": "We depending on the case can compare with no tools or additional um"
  },
  {
    "startMs": 342950,
    "text": "with no tools or additional um"
  },
  {
    "startMs": 342960,
    "text": "with no tools or additional um information to check their internal"
  },
  {
    "startMs": 344710,
    "text": "information to check their internal"
  },
  {
    "startMs": 344720,
    "text": "information to check their internal model understanding or provide it with"
  },
  {
    "startMs": 347350,
    "text": "model understanding or provide it with"
  },
  {
    "startMs": 347360,
    "text": "model understanding or provide it with there some tools like web access. So uh"
  },
  {
    "startMs": 350070,
    "text": "there some tools like web access. So uh"
  },
  {
    "startMs": 350080,
    "text": "there some tools like web access. So uh it would be more practical"
  },
  {
    "startMs": 352790,
    "text": "it would be more practical"
  },
  {
    "startMs": 352800,
    "text": "it would be more practical and we"
  },
  {
    "startMs": 355830,
    "text": "and we"
  },
  {
    "startMs": 355840,
    "text": "and we can get the simple for outcomes matrix"
  },
  {
    "startMs": 362160,
    "text": "basically where we are checking that the"
  },
  {
    "startMs": 364469,
    "text": "basically where we are checking that the"
  },
  {
    "startMs": 364479,
    "text": "basically where we are checking that the model"
  },
  {
    "startMs": 366710,
    "text": "model"
  },
  {
    "startMs": 366720,
    "text": "model um knows or do not know something and"
  },
  {
    "startMs": 370230,
    "text": "um knows or do not know something and"
  },
  {
    "startMs": 370240,
    "text": "um knows or do not know something and how this maps to their skill impact on"
  },
  {
    "startMs": 372950,
    "text": "how this maps to their skill impact on"
  },
  {
    "startMs": 372960,
    "text": "how this maps to their skill impact on this. So the simplest option is where"
  },
  {
    "startMs": 376790,
    "text": "this. So the simplest option is where"
  },
  {
    "startMs": 376800,
    "text": "this. So the simplest option is where model was able to answer this particular"
  },
  {
    "startMs": 381029,
    "text": "model was able to answer this particular"
  },
  {
    "startMs": 381039,
    "text": "model was able to answer this particular questions even without skill or with"
  },
  {
    "startMs": 383270,
    "text": "questions even without skill or with"
  },
  {
    "startMs": 383280,
    "text": "questions even without skill or with skill. This means that skill have no"
  },
  {
    "startMs": 385270,
    "text": "skill. This means that skill have no"
  },
  {
    "startMs": 385280,
    "text": "skill. This means that skill have no impact on this and this was already part"
  },
  {
    "startMs": 387430,
    "text": "impact on this and this was already part"
  },
  {
    "startMs": 387440,
    "text": "impact on this and this was already part of the model's knowledge. The second one"
  },
  {
    "startMs": 390230,
    "text": "of the model's knowledge. The second one"
  },
  {
    "startMs": 390240,
    "text": "of the model's knowledge. The second one is where without skill actual model was"
  },
  {
    "startMs": 393029,
    "text": "is where without skill actual model was"
  },
  {
    "startMs": 393039,
    "text": "is where without skill actual model was able to answer this correctly"
  },
  {
    "startMs": 395749,
    "text": "able to answer this correctly"
  },
  {
    "startMs": 395759,
    "text": "able to answer this correctly and by adding skill we saw the tradition"
  },
  {
    "startMs": 399990,
    "text": "and by adding skill we saw the tradition"
  },
  {
    "startMs": 400000,
    "text": "and by adding skill we saw the tradition in performance and model capability to"
  },
  {
    "startMs": 402950,
    "text": "in performance and model capability to"
  },
  {
    "startMs": 402960,
    "text": "in performance and model capability to talk or explain particular aspects."
  },
  {
    "startMs": 407350,
    "text": "talk or explain particular aspects."
  },
  {
    "startMs": 407360,
    "text": "talk or explain particular aspects. The ideal case is where without skill"
  },
  {
    "startMs": 410309,
    "text": "The ideal case is where without skill"
  },
  {
    "startMs": 410319,
    "text": "The ideal case is where without skill model wasn't able to answer something"
  },
  {
    "startMs": 412070,
    "text": "model wasn't able to answer something"
  },
  {
    "startMs": 412080,
    "text": "model wasn't able to answer something and with skill we start seeing that it"
  },
  {
    "startMs": 414390,
    "text": "and with skill we start seeing that it"
  },
  {
    "startMs": 414400,
    "text": "and with skill we start seeing that it can answer those new type of the"
  },
  {
    "startMs": 416550,
    "text": "can answer those new type of the"
  },
  {
    "startMs": 416560,
    "text": "can answer those new type of the questions and scenarios and this is what"
  },
  {
    "startMs": 418230,
    "text": "questions and scenarios and this is what"
  },
  {
    "startMs": 418240,
    "text": "questions and scenarios and this is what we were aiming for teach model something"
  },
  {
    "startMs": 420950,
    "text": "we were aiming for teach model something"
  },
  {
    "startMs": 420960,
    "text": "we were aiming for teach model something new"
  },
  {
    "startMs": 422469,
    "text": "new"
  },
  {
    "startMs": 422479,
    "text": "new but there also can be the fourth option"
  },
  {
    "startMs": 424790,
    "text": "but there also can be the fourth option"
  },
  {
    "startMs": 424800,
    "text": "but there also can be the fourth option where skills were written not ideally or"
  },
  {
    "startMs": 430469,
    "text": "where skills were written not ideally or"
  },
  {
    "startMs": 430479,
    "text": "where skills were written not ideally or in some maybe not clean way"
  },
  {
    "startMs": 434950,
    "text": "in some maybe not clean way"
  },
  {
    "startMs": 434960,
    "text": "in some maybe not clean way model wasn't able to answer it either"
  },
  {
    "startMs": 436950,
    "text": "model wasn't able to answer it either"
  },
  {
    "startMs": 436960,
    "text": "model wasn't able to answer it either without skill or with skill. And while"
  },
  {
    "startMs": 439430,
    "text": "without skill or with skill. And while"
  },
  {
    "startMs": 439440,
    "text": "without skill or with skill. And while this topic might be relevant and"
  },
  {
    "startMs": 441110,
    "text": "this topic might be relevant and"
  },
  {
    "startMs": 441120,
    "text": "this topic might be relevant and important for the model, it still sort"
  },
  {
    "startMs": 443430,
    "text": "important for the model, it still sort"
  },
  {
    "startMs": 443440,
    "text": "important for the model, it still sort of misses some of those concepts."
  },
  {
    "startMs": 448240,
    "text": "The simplest thing to fix are"
  },
  {
    "startMs": 453510,
    "text": "The simplest thing to fix are"
  },
  {
    "startMs": 453520,
    "text": "The simplest thing to fix are instructions or items that actually hurt"
  },
  {
    "startMs": 455749,
    "text": "instructions or items that actually hurt"
  },
  {
    "startMs": 455759,
    "text": "instructions or items that actually hurt performance. And"
  },
  {
    "startMs": 458710,
    "text": "performance. And"
  },
  {
    "startMs": 458720,
    "text": "performance. And for popular skills, those are criteria."
  },
  {
    "startMs": 461830,
    "text": "for popular skills, those are criteria."
  },
  {
    "startMs": 461840,
    "text": "for popular skills, those are criteria. So in the"
  },
  {
    "startMs": 464469,
    "text": "So in the"
  },
  {
    "startMs": 464479,
    "text": "So in the uh box below you see that it's just one"
  },
  {
    "startMs": 468950,
    "text": "uh box below you see that it's just one"
  },
  {
    "startMs": 468960,
    "text": "uh box below you see that it's just one case out of the mostly 400 items in"
  },
  {
    "startMs": 472469,
    "text": "case out of the mostly 400 items in"
  },
  {
    "startMs": 472479,
    "text": "case out of the mostly 400 items in entropic skills and others don't have"
  },
  {
    "startMs": 475510,
    "text": "entropic skills and others don't have"
  },
  {
    "startMs": 475520,
    "text": "entropic skills and others don't have those. But for their smaller skills that"
  },
  {
    "startMs": 479029,
    "text": "those. But for their smaller skills that"
  },
  {
    "startMs": 479039,
    "text": "those. But for their smaller skills that are less popular you probably haven't"
  },
  {
    "startMs": 481830,
    "text": "are less popular you probably haven't"
  },
  {
    "startMs": 481840,
    "text": "are less popular you probably haven't those. This is what we're seeing with"
  },
  {
    "startMs": 483270,
    "text": "those. This is what we're seeing with"
  },
  {
    "startMs": 483280,
    "text": "those. This is what we're seeing with some of our experiments."
  },
  {
    "startMs": 486950,
    "text": "some of our experiments."
  },
  {
    "startMs": 486960,
    "text": "some of our experiments. And"
  },
  {
    "startMs": 488629,
    "text": "And"
  },
  {
    "startMs": 488639,
    "text": "And this is just straightforward the"
  },
  {
    "startMs": 490550,
    "text": "this is just straightforward the"
  },
  {
    "startMs": 490560,
    "text": "this is just straightforward the simplest thing to fix to ensure that"
  },
  {
    "startMs": 493510,
    "text": "simplest thing to fix to ensure that"
  },
  {
    "startMs": 493520,
    "text": "simplest thing to fix to ensure that your skill do not reduce model"
  },
  {
    "startMs": 495830,
    "text": "your skill do not reduce model"
  },
  {
    "startMs": 495840,
    "text": "your skill do not reduce model capabilities and performance and bring"
  },
  {
    "startMs": 497909,
    "text": "capabilities and performance and bring"
  },
  {
    "startMs": 497919,
    "text": "capabilities and performance and bring only relevant"
  },
  {
    "startMs": 499909,
    "text": "only relevant"
  },
  {
    "startMs": 499919,
    "text": "only relevant context there."
  },
  {
    "startMs": 502469,
    "text": "context there."
  },
  {
    "startMs": 502479,
    "text": "context there. And we also can actually color this in"
  },
  {
    "startMs": 504550,
    "text": "And we also can actually color this in"
  },
  {
    "startMs": 504560,
    "text": "And we also can actually color this in this scenario. This is done by lines but"
  },
  {
    "startMs": 507510,
    "text": "this scenario. This is done by lines but"
  },
  {
    "startMs": 507520,
    "text": "this scenario. This is done by lines but actually going with its you might have"
  },
  {
    "startMs": 509749,
    "text": "actually going with its you might have"
  },
  {
    "startMs": 509759,
    "text": "actually going with its you might have their uh different coloring for a single"
  },
  {
    "startMs": 512070,
    "text": "their uh different coloring for a single"
  },
  {
    "startMs": 512080,
    "text": "their uh different coloring for a single line or a single sentence."
  },
  {
    "startMs": 515589,
    "text": "line or a single sentence."
  },
  {
    "startMs": 515599,
    "text": "line or a single sentence. And this just gives your example there"
  },
  {
    "startMs": 518790,
    "text": "And this just gives your example there"
  },
  {
    "startMs": 518800,
    "text": "And this just gives your example there uh visualization where this would be"
  },
  {
    "startMs": 521589,
    "text": "uh visualization where this would be"
  },
  {
    "startMs": 521599,
    "text": "uh visualization where this would be helpful details and instructions in"
  },
  {
    "startMs": 524310,
    "text": "helpful details and instructions in"
  },
  {
    "startMs": 524320,
    "text": "helpful details and instructions in terms what new stuff you bring to the"
  },
  {
    "startMs": 527910,
    "text": "terms what new stuff you bring to the"
  },
  {
    "startMs": 527920,
    "text": "terms what new stuff you bring to the model and what is"
  },
  {
    "startMs": 532800,
    "text": "something that model already knows."
  },
  {
    "startMs": 535190,
    "text": "something that model already knows."
  },
  {
    "startMs": 535200,
    "text": "something that model already knows. Costwise"
  },
  {
    "startMs": 536710,
    "text": "Costwise"
  },
  {
    "startMs": 536720,
    "text": "Costwise we are running all those questions and"
  },
  {
    "startMs": 538710,
    "text": "we are running all those questions and"
  },
  {
    "startMs": 538720,
    "text": "we are running all those questions and asking model"
  },
  {
    "startMs": 540710,
    "text": "asking model"
  },
  {
    "startMs": 540720,
    "text": "asking model but still relatively this is uh cheap"
  },
  {
    "startMs": 543110,
    "text": "but still relatively this is uh cheap"
  },
  {
    "startMs": 543120,
    "text": "but still relatively this is uh cheap for 29 skills 14 bucks of their set and"
  },
  {
    "startMs": 546870,
    "text": "for 29 skills 14 bucks of their set and"
  },
  {
    "startMs": 546880,
    "text": "for 29 skills 14 bucks of their set and haiku calls with their sonet used as a"
  },
  {
    "startMs": 550310,
    "text": "haiku calls with their sonet used as a"
  },
  {
    "startMs": 550320,
    "text": "haiku calls with their sonet used as a judge"
  },
  {
    "startMs": 552150,
    "text": "judge"
  },
  {
    "startMs": 552160,
    "text": "judge and"
  },
  {
    "startMs": 556560,
    "text": "there are couple ways how we also can"
  },
  {
    "startMs": 559990,
    "text": "there are couple ways how we also can"
  },
  {
    "startMs": 560000,
    "text": "there are couple ways how we also can check their strictness of their some"
  },
  {
    "startMs": 563350,
    "text": "check their strictness of their some"
  },
  {
    "startMs": 563360,
    "text": "check their strictness of their some knowledge. Um we have uh lenient and"
  },
  {
    "startMs": 567350,
    "text": "knowledge. Um we have uh lenient and"
  },
  {
    "startMs": 567360,
    "text": "knowledge. Um we have uh lenient and strict ways of the checking this where"
  },
  {
    "startMs": 569990,
    "text": "strict ways of the checking this where"
  },
  {
    "startMs": 570000,
    "text": "strict ways of the checking this where first checks the general idea while the"
  },
  {
    "startMs": 572949,
    "text": "first checks the general idea while the"
  },
  {
    "startMs": 572959,
    "text": "first checks the general idea while the second one is checking for exact details"
  },
  {
    "startMs": 577190,
    "text": "second one is checking for exact details"
  },
  {
    "startMs": 577200,
    "text": "second one is checking for exact details and you can think about the difference"
  },
  {
    "startMs": 579350,
    "text": "and you can think about the difference"
  },
  {
    "startMs": 579360,
    "text": "and you can think about the difference between general knowledge and"
  },
  {
    "startMs": 580550,
    "text": "between general knowledge and"
  },
  {
    "startMs": 580560,
    "text": "between general knowledge and understanding of the topic to the"
  },
  {
    "startMs": 583190,
    "text": "understanding of the topic to the"
  },
  {
    "startMs": 583200,
    "text": "understanding of the topic to the understanding of the exact keys"
  },
  {
    "startMs": 585670,
    "text": "understanding of the exact keys"
  },
  {
    "startMs": 585680,
    "text": "understanding of the exact keys parameters and exact values or steps."
  },
  {
    "startMs": 590550,
    "text": "parameters and exact values or steps."
  },
  {
    "startMs": 590560,
    "text": "parameters and exact values or steps. And what we see across the models is the"
  },
  {
    "startMs": 593750,
    "text": "And what we see across the models is the"
  },
  {
    "startMs": 593760,
    "text": "And what we see across the models is the difference is large especially with the"
  },
  {
    "startMs": 598470,
    "text": "difference is large especially with the"
  },
  {
    "startMs": 598480,
    "text": "difference is large especially with the um larger frontier models where we see"
  },
  {
    "startMs": 600870,
    "text": "um larger frontier models where we see"
  },
  {
    "startMs": 600880,
    "text": "um larger frontier models where we see all dropping from 70% understanding of"
  },
  {
    "startMs": 603269,
    "text": "all dropping from 70% understanding of"
  },
  {
    "startMs": 603279,
    "text": "all dropping from 70% understanding of their skill in case of the general"
  },
  {
    "startMs": 605350,
    "text": "their skill in case of the general"
  },
  {
    "startMs": 605360,
    "text": "their skill in case of the general understanding to just 22% of the"
  },
  {
    "startMs": 609350,
    "text": "understanding to just 22% of the"
  },
  {
    "startMs": 609360,
    "text": "understanding to just 22% of the specific details"
  },
  {
    "startMs": 612230,
    "text": "specific details"
  },
  {
    "startMs": 612240,
    "text": "specific details and this is much our expectations. We"
  },
  {
    "startMs": 615110,
    "text": "and this is much our expectations. We"
  },
  {
    "startMs": 615120,
    "text": "and this is much our expectations. We see that new models are pretty well"
  },
  {
    "startMs": 617670,
    "text": "see that new models are pretty well"
  },
  {
    "startMs": 617680,
    "text": "see that new models are pretty well generalized to understand concepts but"
  },
  {
    "startMs": 620150,
    "text": "generalized to understand concepts but"
  },
  {
    "startMs": 620160,
    "text": "generalized to understand concepts but it's still helpful to provide their with"
  },
  {
    "startMs": 622710,
    "text": "it's still helpful to provide their with"
  },
  {
    "startMs": 622720,
    "text": "it's still helpful to provide their with exact details and data that will be"
  },
  {
    "startMs": 624710,
    "text": "exact details and data that will be"
  },
  {
    "startMs": 624720,
    "text": "exact details and data that will be useful for their solving those problems."
  },
  {
    "startMs": 630959,
    "text": "Here is outlook of their um comparing"
  },
  {
    "startMs": 635269,
    "text": "Here is outlook of their um comparing"
  },
  {
    "startMs": 635279,
    "text": "Here is outlook of their um comparing those three popular repos with the"
  },
  {
    "startMs": 637350,
    "text": "those three popular repos with the"
  },
  {
    "startMs": 637360,
    "text": "those three popular repos with the skills across different models. So one"
  },
  {
    "startMs": 641110,
    "text": "skills across different models. So one"
  },
  {
    "startMs": 641120,
    "text": "skills across different models. So one of the interesting observations here is"
  },
  {
    "startMs": 643509,
    "text": "of the interesting observations here is"
  },
  {
    "startMs": 643519,
    "text": "of the interesting observations here is that smaller model have in general lower"
  },
  {
    "startMs": 647190,
    "text": "that smaller model have in general lower"
  },
  {
    "startMs": 647200,
    "text": "that smaller model have in general lower understanding of the"
  },
  {
    "startMs": 650870,
    "text": "understanding of the"
  },
  {
    "startMs": 650880,
    "text": "understanding of the skill"
  },
  {
    "startMs": 652550,
    "text": "skill"
  },
  {
    "startMs": 652560,
    "text": "skill with their larger sonet having better"
  },
  {
    "startMs": 654870,
    "text": "with their larger sonet having better"
  },
  {
    "startMs": 654880,
    "text": "with their larger sonet having better understanding which is"
  },
  {
    "startMs": 657350,
    "text": "understanding which is"
  },
  {
    "startMs": 657360,
    "text": "understanding which is why we have bigger models. But also we"
  },
  {
    "startMs": 660150,
    "text": "why we have bigger models. But also we"
  },
  {
    "startMs": 660160,
    "text": "why we have bigger models. But also we see that overall their models already"
  },
  {
    "startMs": 663030,
    "text": "see that overall their models already"
  },
  {
    "startMs": 663040,
    "text": "see that overall their models already understand a lot of their"
  },
  {
    "startMs": 668079,
    "text": "details and context of those skills. And"
  },
  {
    "startMs": 670550,
    "text": "details and context of those skills. And"
  },
  {
    "startMs": 670560,
    "text": "details and context of those skills. And you would expect that with the newer"
  },
  {
    "startMs": 672230,
    "text": "you would expect that with the newer"
  },
  {
    "startMs": 672240,
    "text": "you would expect that with the newer models and more advances in their uh"
  },
  {
    "startMs": 676870,
    "text": "models and more advances in their uh"
  },
  {
    "startMs": 676880,
    "text": "models and more advances in their uh better training capabilities we will"
  },
  {
    "startMs": 678630,
    "text": "better training capabilities we will"
  },
  {
    "startMs": 678640,
    "text": "better training capabilities we will have more and more"
  },
  {
    "startMs": 681910,
    "text": "have more and more"
  },
  {
    "startMs": 681920,
    "text": "have more and more uh in terms of the models understanding."
  },
  {
    "startMs": 684150,
    "text": "uh in terms of the models understanding."
  },
  {
    "startMs": 684160,
    "text": "uh in terms of the models understanding. But also we see that this pretty"
  },
  {
    "startMs": 686230,
    "text": "But also we see that this pretty"
  },
  {
    "startMs": 686240,
    "text": "But also we see that this pretty significantly differs skill to skill."
  },
  {
    "startMs": 689430,
    "text": "significantly differs skill to skill."
  },
  {
    "startMs": 689440,
    "text": "significantly differs skill to skill. And it's not bad. Some skills are"
  },
  {
    "startMs": 692550,
    "text": "And it's not bad. Some skills are"
  },
  {
    "startMs": 692560,
    "text": "And it's not bad. Some skills are intended to be directional,"
  },
  {
    "startMs": 695509,
    "text": "intended to be directional,"
  },
  {
    "startMs": 695519,
    "text": "intended to be directional, but it's also useful piece of"
  },
  {
    "startMs": 697430,
    "text": "but it's also useful piece of"
  },
  {
    "startMs": 697440,
    "text": "but it's also useful piece of information to see how those"
  },
  {
    "startMs": 700870,
    "text": "information to see how those"
  },
  {
    "startMs": 700880,
    "text": "information to see how those skills bring new knowledge uh to the"
  },
  {
    "startMs": 703829,
    "text": "skills bring new knowledge uh to the"
  },
  {
    "startMs": 703839,
    "text": "skills bring new knowledge uh to the different model and different families."
  },
  {
    "startMs": 705509,
    "text": "different model and different families."
  },
  {
    "startMs": 705519,
    "text": "different model and different families. And uh this should be run ideally in the"
  },
  {
    "startMs": 707670,
    "text": "And uh this should be run ideally in the"
  },
  {
    "startMs": 707680,
    "text": "And uh this should be run ideally in the broader set of the models."
  },
  {
    "startMs": 715200,
    "text": "But just having their"
  },
  {
    "startMs": 719110,
    "text": "But just having their"
  },
  {
    "startMs": 719120,
    "text": "But just having their This novelty piece of information is"
  },
  {
    "startMs": 723190,
    "text": "This novelty piece of information is"
  },
  {
    "startMs": 723200,
    "text": "This novelty piece of information is just one of the signals. It's basically"
  },
  {
    "startMs": 724790,
    "text": "just one of the signals. It's basically"
  },
  {
    "startMs": 724800,
    "text": "just one of the signals. It's basically initial vector for optimization. At the"
  },
  {
    "startMs": 727030,
    "text": "initial vector for optimization. At the"
  },
  {
    "startMs": 727040,
    "text": "initial vector for optimization. At the end, we still have to run evolves and"
  },
  {
    "startMs": 729190,
    "text": "end, we still have to run evolves and"
  },
  {
    "startMs": 729200,
    "text": "end, we still have to run evolves and validate that all the changes that we"
  },
  {
    "startMs": 733110,
    "text": "validate that all the changes that we"
  },
  {
    "startMs": 733120,
    "text": "validate that all the changes that we try make with their skill actually"
  },
  {
    "startMs": 735590,
    "text": "try make with their skill actually"
  },
  {
    "startMs": 735600,
    "text": "try make with their skill actually works."
  },
  {
    "startMs": 737190,
    "text": "works."
  },
  {
    "startMs": 737200,
    "text": "works. So the one of their simpler scenarios"
  },
  {
    "startMs": 739990,
    "text": "So the one of their simpler scenarios"
  },
  {
    "startMs": 740000,
    "text": "So the one of their simpler scenarios would be we can look on their skill and"
  },
  {
    "startMs": 743509,
    "text": "would be we can look on their skill and"
  },
  {
    "startMs": 743519,
    "text": "would be we can look on their skill and try to remove some or all of the already"
  },
  {
    "startMs": 747269,
    "text": "try to remove some or all of the already"
  },
  {
    "startMs": 747279,
    "text": "try to remove some or all of the already known pieces of information from the"
  },
  {
    "startMs": 749590,
    "text": "known pieces of information from the"
  },
  {
    "startMs": 749600,
    "text": "known pieces of information from the skill and run aation."
  },
  {
    "startMs": 753110,
    "text": "skill and run aation."
  },
  {
    "startMs": 753120,
    "text": "skill and run aation. It might come up with their same"
  },
  {
    "startMs": 755030,
    "text": "It might come up with their same"
  },
  {
    "startMs": 755040,
    "text": "It might come up with their same scoring. Basically we will be getting"
  },
  {
    "startMs": 757030,
    "text": "scoring. Basically we will be getting"
  },
  {
    "startMs": 757040,
    "text": "scoring. Basically we will be getting their same results model still capable"
  },
  {
    "startMs": 758949,
    "text": "their same results model still capable"
  },
  {
    "startMs": 758959,
    "text": "their same results model still capable of solving those problems. Then great,"
  },
  {
    "startMs": 761269,
    "text": "of solving those problems. Then great,"
  },
  {
    "startMs": 761279,
    "text": "of solving those problems. Then great, we can reduce skill size, safe tokens,"
  },
  {
    "startMs": 764550,
    "text": "we can reduce skill size, safe tokens,"
  },
  {
    "startMs": 764560,
    "text": "we can reduce skill size, safe tokens, safe context."
  },
  {
    "startMs": 766949,
    "text": "safe context."
  },
  {
    "startMs": 766959,
    "text": "safe context. And instead of their brute forcing and"
  },
  {
    "startMs": 769750,
    "text": "And instead of their brute forcing and"
  },
  {
    "startMs": 769760,
    "text": "And instead of their brute forcing and guessing what we can or should remove or"
  },
  {
    "startMs": 772389,
    "text": "guessing what we can or should remove or"
  },
  {
    "startMs": 772399,
    "text": "guessing what we can or should remove or add or how to fix their uh"
  },
  {
    "startMs": 776550,
    "text": "add or how to fix their uh"
  },
  {
    "startMs": 776560,
    "text": "add or how to fix their uh degradations, we can have a guidance."
  },
  {
    "startMs": 781750,
    "text": "degradations, we can have a guidance."
  },
  {
    "startMs": 781760,
    "text": "degradations, we can have a guidance. So all of those measurements experiments"
  },
  {
    "startMs": 784310,
    "text": "So all of those measurements experiments"
  },
  {
    "startMs": 784320,
    "text": "So all of those measurements experiments been done with the document which is a"
  },
  {
    "startMs": 787110,
    "text": "been done with the document which is a"
  },
  {
    "startMs": 787120,
    "text": "been done with the document which is a framework for the comparing"
  },
  {
    "startMs": 789990,
    "text": "framework for the comparing"
  },
  {
    "startMs": 790000,
    "text": "framework for the comparing everything related to the agents and"
  },
  {
    "startMs": 791829,
    "text": "everything related to the agents and"
  },
  {
    "startMs": 791839,
    "text": "everything related to the agents and context"
  },
  {
    "startMs": 793509,
    "text": "context"
  },
  {
    "startMs": 793519,
    "text": "context where it's is scale agents MD MCP tools"
  },
  {
    "startMs": 797990,
    "text": "where it's is scale agents MD MCP tools"
  },
  {
    "startMs": 798000,
    "text": "where it's is scale agents MD MCP tools whatever and novelty is one of their"
  },
  {
    "startMs": 801269,
    "text": "whatever and novelty is one of their"
  },
  {
    "startMs": 801279,
    "text": "whatever and novelty is one of their pieces of the functionality where you"
  },
  {
    "startMs": 803990,
    "text": "pieces of the functionality where you"
  },
  {
    "startMs": 804000,
    "text": "pieces of the functionality where you can get this initial vector for their"
  },
  {
    "startMs": 806790,
    "text": "can get this initial vector for their"
  },
  {
    "startMs": 806800,
    "text": "can get this initial vector for their skill optimization and evalation but"
  },
  {
    "startMs": 808949,
    "text": "skill optimization and evalation but"
  },
  {
    "startMs": 808959,
    "text": "skill optimization and evalation but there also uh evolves there This"
  },
  {
    "startMs": 811990,
    "text": "there also uh evolves there This"
  },
  {
    "startMs": 812000,
    "text": "there also uh evolves there This assessment of the context impact,"
  },
  {
    "startMs": 813829,
    "text": "assessment of the context impact,"
  },
  {
    "startMs": 813839,
    "text": "assessment of the context impact, routing, comparing their uh"
  },
  {
    "startMs": 816629,
    "text": "routing, comparing their uh"
  },
  {
    "startMs": 816639,
    "text": "routing, comparing their uh descriptions, naming a bunch of the"
  },
  {
    "startMs": 818790,
    "text": "descriptions, naming a bunch of the"
  },
  {
    "startMs": 818800,
    "text": "descriptions, naming a bunch of the things that related to their skills"
  },
  {
    "startMs": 823110,
    "text": "things that related to their skills"
  },
  {
    "startMs": 823120,
    "text": "things that related to their skills where it would be helpful to actually"
  },
  {
    "startMs": 825509,
    "text": "where it would be helpful to actually"
  },
  {
    "startMs": 825519,
    "text": "where it would be helpful to actually get there more deterministic revelations"
  },
  {
    "startMs": 827590,
    "text": "get there more deterministic revelations"
  },
  {
    "startMs": 827600,
    "text": "get there more deterministic revelations to make conscious decisions in terms of"
  },
  {
    "startMs": 830470,
    "text": "to make conscious decisions in terms of"
  },
  {
    "startMs": 830480,
    "text": "to make conscious decisions in terms of what should be done with the skills."
  },
  {
    "startMs": 834310,
    "text": "what should be done with the skills."
  },
  {
    "startMs": 834320,
    "text": "what should be done with the skills. So, thank you for your time and please"
  },
  {
    "startMs": 837829,
    "text": "So, thank you for your time and please"
  },
  {
    "startMs": 837839,
    "text": "So, thank you for your time and please go ahead and write better skills."
  }
]