[
  {
    "startMs": 0,
    "text": "Morning. [music]"
  },
  {
    "startMs": 14639,
    "text": "Thanks everyone for being for being here"
  },
  {
    "startMs": 16390,
    "text": "Thanks everyone for being for being here"
  },
  {
    "startMs": 16400,
    "text": "Thanks everyone for being for being here and welcome to AIE. I guess first first"
  },
  {
    "startMs": 19670,
    "text": "and welcome to AIE. I guess first first"
  },
  {
    "startMs": 19680,
    "text": "and welcome to AIE. I guess first first session for everyone and for us as well."
  },
  {
    "startMs": 22230,
    "text": "session for everyone and for us as well."
  },
  {
    "startMs": 22240,
    "text": "session for everyone and for us as well. So h we wanted to introduce ourselves"
  },
  {
    "startMs": 25429,
    "text": "So h we wanted to introduce ourselves"
  },
  {
    "startMs": 25439,
    "text": "So h we wanted to introduce ourselves and tell you about what we're going to"
  },
  {
    "startMs": 27029,
    "text": "and tell you about what we're going to"
  },
  {
    "startMs": 27039,
    "text": "and tell you about what we're going to discuss. We think we need to stop"
  },
  {
    "startMs": 29669,
    "text": "discuss. We think we need to stop"
  },
  {
    "startMs": 29679,
    "text": "discuss. We think we need to stop talking with spreadsheets. So, this is"
  },
  {
    "startMs": 32470,
    "text": "talking with spreadsheets. So, this is"
  },
  {
    "startMs": 32480,
    "text": "talking with spreadsheets. So, this is all going to be about building a"
  },
  {
    "startMs": 34069,
    "text": "all going to be about building a"
  },
  {
    "startMs": 34079,
    "text": "all going to be about building a financial analyst harness that you can"
  },
  {
    "startMs": 36069,
    "text": "financial analyst harness that you can"
  },
  {
    "startMs": 36079,
    "text": "financial analyst harness that you can actually trust."
  },
  {
    "startMs": 37910,
    "text": "actually trust."
  },
  {
    "startMs": 37920,
    "text": "actually trust. We are Franchesco Filipe. A little bit"
  },
  {
    "startMs": 39910,
    "text": "We are Franchesco Filipe. A little bit"
  },
  {
    "startMs": 39920,
    "text": "We are Franchesco Filipe. A little bit of a quick introduction about me. I'm"
  },
  {
    "startMs": 42310,
    "text": "of a quick introduction about me. I'm"
  },
  {
    "startMs": 42320,
    "text": "of a quick introduction about me. I'm originally from Venezuela. I lived in"
  },
  {
    "startMs": 44549,
    "text": "originally from Venezuela. I lived in"
  },
  {
    "startMs": 44559,
    "text": "originally from Venezuela. I lived in the UK for about seven years and"
  },
  {
    "startMs": 46150,
    "text": "the UK for about seven years and"
  },
  {
    "startMs": 46160,
    "text": "the UK for about seven years and recently moved to Madrid. H I work at"
  },
  {
    "startMs": 49110,
    "text": "recently moved to Madrid. H I work at"
  },
  {
    "startMs": 49120,
    "text": "recently moved to Madrid. H I work at data and I work at a bank as well with"
  },
  {
    "startMs": 52389,
    "text": "data and I work at a bank as well with"
  },
  {
    "startMs": 52399,
    "text": "data and I work at a bank as well with Felipe. Erh. I like just finding the"
  },
  {
    "startMs": 55590,
    "text": "Felipe. Erh. I like just finding the"
  },
  {
    "startMs": 55600,
    "text": "Felipe. Erh. I like just finding the best eeries in any city that I visit. So"
  },
  {
    "startMs": 57830,
    "text": "best eeries in any city that I visit. So"
  },
  {
    "startMs": 57840,
    "text": "best eeries in any city that I visit. So if you have any recommendations for New"
  },
  {
    "startMs": 59349,
    "text": "if you have any recommendations for New"
  },
  {
    "startMs": 59359,
    "text": "if you have any recommendations for New York, I'm more than happy to take them"
  },
  {
    "startMs": 61750,
    "text": "York, I'm more than happy to take them"
  },
  {
    "startMs": 61760,
    "text": "York, I'm more than happy to take them and just travel around. And the reason"
  },
  {
    "startMs": 63510,
    "text": "and just travel around. And the reason"
  },
  {
    "startMs": 63520,
    "text": "and just travel around. And the reason my hobbies sound so vanilla is because I"
  },
  {
    "startMs": 66310,
    "text": "my hobbies sound so vanilla is because I"
  },
  {
    "startMs": 66320,
    "text": "my hobbies sound so vanilla is because I just spend most of my time building"
  },
  {
    "startMs": 67990,
    "text": "just spend most of my time building"
  },
  {
    "startMs": 68000,
    "text": "just spend most of my time building stuff and nerding out at the expense of"
  },
  {
    "startMs": 70469,
    "text": "stuff and nerding out at the expense of"
  },
  {
    "startMs": 70479,
    "text": "stuff and nerding out at the expense of my personal time. So that's how you end"
  },
  {
    "startMs": 73109,
    "text": "my personal time. So that's how you end"
  },
  {
    "startMs": 73119,
    "text": "my personal time. So that's how you end up with a list like that. Uh and then"
  },
  {
    "startMs": 76230,
    "text": "up with a list like that. Uh and then"
  },
  {
    "startMs": 76240,
    "text": "up with a list like that. Uh and then nice. All right. Um happy to meet"
  },
  {
    "startMs": 78630,
    "text": "nice. All right. Um happy to meet"
  },
  {
    "startMs": 78640,
    "text": "nice. All right. Um happy to meet everyone. Um also quick intro. I'm"
  },
  {
    "startMs": 80789,
    "text": "everyone. Um also quick intro. I'm"
  },
  {
    "startMs": 80799,
    "text": "everyone. Um also quick intro. I'm Philipe. I'm originally Brazilian. Um, I"
  },
  {
    "startMs": 83429,
    "text": "Philipe. I'm originally Brazilian. Um, I"
  },
  {
    "startMs": 83439,
    "text": "Philipe. I'm originally Brazilian. Um, I also moved to the UK. It's been a year"
  },
  {
    "startMs": 85749,
    "text": "also moved to the UK. It's been a year"
  },
  {
    "startMs": 85759,
    "text": "also moved to the UK. It's been a year and a half now. So, it's been a fun"
  },
  {
    "startMs": 88230,
    "text": "and a half now. So, it's been a fun"
  },
  {
    "startMs": 88240,
    "text": "and a half now. So, it's been a fun journey. Um, life turned pretty much"
  },
  {
    "startMs": 89910,
    "text": "journey. Um, life turned pretty much"
  },
  {
    "startMs": 89920,
    "text": "journey. Um, life turned pretty much upside down. But, yeah, it's good to be"
  },
  {
    "startMs": 92149,
    "text": "upside down. But, yeah, it's good to be"
  },
  {
    "startMs": 92159,
    "text": "upside down. But, yeah, it's good to be it's good to be there. Um, I like to"
  },
  {
    "startMs": 94469,
    "text": "it's good to be there. Um, I like to"
  },
  {
    "startMs": 94479,
    "text": "it's good to be there. Um, I like to tell a story that before going to to"
  },
  {
    "startMs": 97109,
    "text": "tell a story that before going to to"
  },
  {
    "startMs": 97119,
    "text": "tell a story that before going to to decide whether I wanted to do it in"
  },
  {
    "startMs": 98390,
    "text": "decide whether I wanted to do it in"
  },
  {
    "startMs": 98400,
    "text": "decide whether I wanted to do it in university, I used to play piano for"
  },
  {
    "startMs": 100069,
    "text": "university, I used to play piano for"
  },
  {
    "startMs": 100079,
    "text": "university, I used to play piano for like literally seven hours a day. Um,"
  },
  {
    "startMs": 102149,
    "text": "like literally seven hours a day. Um,"
  },
  {
    "startMs": 102159,
    "text": "like literally seven hours a day. Um, and the natural decision there was to"
  },
  {
    "startMs": 104149,
    "text": "and the natural decision there was to"
  },
  {
    "startMs": 104159,
    "text": "and the natural decision there was to then study electrical engineering"
  },
  {
    "startMs": 105990,
    "text": "then study electrical engineering"
  },
  {
    "startMs": 106000,
    "text": "then study electrical engineering because who wouldn't, right? Um, I ended"
  },
  {
    "startMs": 109590,
    "text": "because who wouldn't, right? Um, I ended"
  },
  {
    "startMs": 109600,
    "text": "because who wouldn't, right? Um, I ended up at some point landing in in data"
  },
  {
    "startMs": 112069,
    "text": "up at some point landing in in data"
  },
  {
    "startMs": 112079,
    "text": "up at some point landing in in data because someone showed me something that"
  },
  {
    "startMs": 113590,
    "text": "because someone showed me something that"
  },
  {
    "startMs": 113600,
    "text": "because someone showed me something that at the time called uh Google Data"
  },
  {
    "startMs": 115429,
    "text": "at the time called uh Google Data"
  },
  {
    "startMs": 115439,
    "text": "at the time called uh Google Data Studio. Now it's Looker Studio, but now"
  },
  {
    "startMs": 116950,
    "text": "Studio. Now it's Looker Studio, but now"
  },
  {
    "startMs": 116960,
    "text": "Studio. Now it's Looker Studio, but now they went back. I don't I don't even"
  },
  {
    "startMs": 118310,
    "text": "they went back. I don't I don't even"
  },
  {
    "startMs": 118320,
    "text": "they went back. I don't I don't even know what's going on. Um, and then my"
  },
  {
    "startMs": 120069,
    "text": "know what's going on. Um, and then my"
  },
  {
    "startMs": 120079,
    "text": "know what's going on. Um, and then my first dashboard looked like a papyrus of"
  },
  {
    "startMs": 122469,
    "text": "first dashboard looked like a papyrus of"
  },
  {
    "startMs": 122479,
    "text": "first dashboard looked like a papyrus of how vertical it was. You had to scroll"
  },
  {
    "startMs": 124149,
    "text": "how vertical it was. You had to scroll"
  },
  {
    "startMs": 124159,
    "text": "how vertical it was. You had to scroll scroll scroll scroll scroll down to see"
  },
  {
    "startMs": 125830,
    "text": "scroll scroll scroll scroll down to see"
  },
  {
    "startMs": 125840,
    "text": "scroll scroll scroll scroll down to see something. Um, but yeah, the the rest is"
  },
  {
    "startMs": 128309,
    "text": "something. Um, but yeah, the the rest is"
  },
  {
    "startMs": 128319,
    "text": "something. Um, but yeah, the the rest is history. So I worked at a lot of um"
  },
  {
    "startMs": 130630,
    "text": "history. So I worked at a lot of um"
  },
  {
    "startMs": 130640,
    "text": "history. So I worked at a lot of um startups and small teams and scaleups."
  },
  {
    "startMs": 133110,
    "text": "startups and small teams and scaleups."
  },
  {
    "startMs": 133120,
    "text": "startups and small teams and scaleups. Um and then eventually went to a big"
  },
  {
    "startMs": 135830,
    "text": "Um and then eventually went to a big"
  },
  {
    "startMs": 135840,
    "text": "Um and then eventually went to a big company at New Bank. Maybe some of you"
  },
  {
    "startMs": 137990,
    "text": "company at New Bank. Maybe some of you"
  },
  {
    "startMs": 138000,
    "text": "company at New Bank. Maybe some of you do know um and then before going back to"
  },
  {
    "startMs": 140869,
    "text": "do know um and then before going back to"
  },
  {
    "startMs": 140879,
    "text": "do know um and then before going back to to Monzo which is I would say a middle"
  },
  {
    "startMs": 143110,
    "text": "to Monzo which is I would say a middle"
  },
  {
    "startMs": 143120,
    "text": "to Monzo which is I would say a middle turn between a scale up and a big"
  },
  {
    "startMs": 145030,
    "text": "turn between a scale up and a big"
  },
  {
    "startMs": 145040,
    "text": "turn between a scale up and a big enterprise company but it's growing uh"
  },
  {
    "startMs": 146949,
    "text": "enterprise company but it's growing uh"
  },
  {
    "startMs": 146959,
    "text": "enterprise company but it's growing uh so fast for now. Um and yeah most of my"
  },
  {
    "startMs": 149910,
    "text": "so fast for now. Um and yeah most of my"
  },
  {
    "startMs": 149920,
    "text": "so fast for now. Um and yeah most of my time currently has been working at Monzo"
  },
  {
    "startMs": 152229,
    "text": "time currently has been working at Monzo"
  },
  {
    "startMs": 152239,
    "text": "time currently has been working at Monzo with building internal AIdriven"
  },
  {
    "startMs": 154229,
    "text": "with building internal AIdriven"
  },
  {
    "startMs": 154239,
    "text": "with building internal AIdriven solutions for internal productivity"
  },
  {
    "startMs": 156390,
    "text": "solutions for internal productivity"
  },
  {
    "startMs": 156400,
    "text": "solutions for internal productivity primarily for the data team. So, we"
  },
  {
    "startMs": 159030,
    "text": "primarily for the data team. So, we"
  },
  {
    "startMs": 159040,
    "text": "primarily for the data team. So, we basically want to get our data team"
  },
  {
    "startMs": 160470,
    "text": "basically want to get our data team"
  },
  {
    "startMs": 160480,
    "text": "basically want to get our data team better by um building with AI. Um and"
  },
  {
    "startMs": 163509,
    "text": "better by um building with AI. Um and"
  },
  {
    "startMs": 163519,
    "text": "better by um building with AI. Um and yeah, when I'm not talking to robots and"
  },
  {
    "startMs": 165589,
    "text": "yeah, when I'm not talking to robots and"
  },
  {
    "startMs": 165599,
    "text": "yeah, when I'm not talking to robots and agents, uh you can probably find me"
  },
  {
    "startMs": 167270,
    "text": "agents, uh you can probably find me"
  },
  {
    "startMs": 167280,
    "text": "agents, uh you can probably find me climbing somewhere um either in nature"
  },
  {
    "startMs": 169589,
    "text": "climbing somewhere um either in nature"
  },
  {
    "startMs": 169599,
    "text": "climbing somewhere um either in nature or in a gym. Um and some starting like"
  },
  {
    "startMs": 175350,
    "text": "or in a gym. Um and some starting like"
  },
  {
    "startMs": 175360,
    "text": "or in a gym. Um and some starting like points of why are we bringing this for"
  },
  {
    "startMs": 177430,
    "text": "points of why are we bringing this for"
  },
  {
    "startMs": 177440,
    "text": "points of why are we bringing this for you today? I think um both Franchesco"
  },
  {
    "startMs": 180070,
    "text": "you today? I think um both Franchesco"
  },
  {
    "startMs": 180080,
    "text": "you today? I think um both Franchesco and I worked in data teams in financial"
  },
  {
    "startMs": 182070,
    "text": "and I worked in data teams in financial"
  },
  {
    "startMs": 182080,
    "text": "and I worked in data teams in financial services. So again, Monzo, New Bank and"
  },
  {
    "startMs": 183990,
    "text": "services. So again, Monzo, New Bank and"
  },
  {
    "startMs": 184000,
    "text": "services. So again, Monzo, New Bank and a few other companies in the in the"
  },
  {
    "startMs": 185670,
    "text": "a few other companies in the in the"
  },
  {
    "startMs": 185680,
    "text": "a few other companies in the in the sector. Um, we're now pushing what AI"
  },
  {
    "startMs": 188229,
    "text": "sector. Um, we're now pushing what AI"
  },
  {
    "startMs": 188239,
    "text": "sector. Um, we're now pushing what AI can do there. Our team at Monzo has been"
  },
  {
    "startMs": 190949,
    "text": "can do there. Our team at Monzo has been"
  },
  {
    "startMs": 190959,
    "text": "can do there. Our team at Monzo has been um, working a lot with with adopting AI"
  },
  {
    "startMs": 193910,
    "text": "um, working a lot with with adopting AI"
  },
  {
    "startMs": 193920,
    "text": "um, working a lot with with adopting AI from an impact perspective. We don't"
  },
  {
    "startMs": 195990,
    "text": "from an impact perspective. We don't"
  },
  {
    "startMs": 196000,
    "text": "from an impact perspective. We don't want to be like token maxing. We don't"
  },
  {
    "startMs": 197910,
    "text": "want to be like token maxing. We don't"
  },
  {
    "startMs": 197920,
    "text": "want to be like token maxing. We don't want to be spending a lot of money if"
  },
  {
    "startMs": 199750,
    "text": "want to be spending a lot of money if"
  },
  {
    "startMs": 199760,
    "text": "want to be spending a lot of money if that doesn't bring us like concrete"
  },
  {
    "startMs": 201350,
    "text": "that doesn't bring us like concrete"
  },
  {
    "startMs": 201360,
    "text": "that doesn't bring us like concrete business value. Um, so the adoption is"
  },
  {
    "startMs": 203589,
    "text": "business value. Um, so the adoption is"
  },
  {
    "startMs": 203599,
    "text": "business value. Um, so the adoption is very very deliberate and we've been"
  },
  {
    "startMs": 205430,
    "text": "very very deliberate and we've been"
  },
  {
    "startMs": 205440,
    "text": "very very deliberate and we've been seeing very good results on that. And on"
  },
  {
    "startMs": 208630,
    "text": "seeing very good results on that. And on"
  },
  {
    "startMs": 208640,
    "text": "seeing very good results on that. And on the flip side, this is something also"
  },
  {
    "startMs": 210229,
    "text": "the flip side, this is something also"
  },
  {
    "startMs": 210239,
    "text": "the flip side, this is something also something we've been we've been doing,"
  },
  {
    "startMs": 211589,
    "text": "something we've been we've been doing,"
  },
  {
    "startMs": 211599,
    "text": "something we've been we've been doing, Franchesco particularly is applying AI"
  },
  {
    "startMs": 213910,
    "text": "Franchesco particularly is applying AI"
  },
  {
    "startMs": 213920,
    "text": "Franchesco particularly is applying AI to make our lives easier. Um and again"
  },
  {
    "startMs": 216470,
    "text": "to make our lives easier. Um and again"
  },
  {
    "startMs": 216480,
    "text": "to make our lives easier. Um and again not through the approach of I'm going to"
  },
  {
    "startMs": 218630,
    "text": "not through the approach of I'm going to"
  },
  {
    "startMs": 218640,
    "text": "not through the approach of I'm going to set up an open client instance nothing"
  },
  {
    "startMs": 220070,
    "text": "set up an open client instance nothing"
  },
  {
    "startMs": 220080,
    "text": "set up an open client instance nothing against it um and just give it"
  },
  {
    "startMs": 222869,
    "text": "against it um and just give it"
  },
  {
    "startMs": 222879,
    "text": "against it um and just give it connections to everything but actually"
  },
  {
    "startMs": 224630,
    "text": "connections to everything but actually"
  },
  {
    "startMs": 224640,
    "text": "connections to everything but actually what are the things that I care about in"
  },
  {
    "startMs": 227589,
    "text": "what are the things that I care about in"
  },
  {
    "startMs": 227599,
    "text": "what are the things that I care about in my life that I can um get the help of AI"
  },
  {
    "startMs": 230550,
    "text": "my life that I can um get the help of AI"
  },
  {
    "startMs": 230560,
    "text": "my life that I can um get the help of AI to to u make easier. So this is why we"
  },
  {
    "startMs": 234789,
    "text": "to to u make easier. So this is why we"
  },
  {
    "startMs": 234799,
    "text": "to to u make easier. So this is why we say we're not representing Monzo um in"
  },
  {
    "startMs": 237350,
    "text": "say we're not representing Monzo um in"
  },
  {
    "startMs": 237360,
    "text": "say we're not representing Monzo um in this example because we're going to use"
  },
  {
    "startMs": 238949,
    "text": "this example because we're going to use"
  },
  {
    "startMs": 238959,
    "text": "this example because we're going to use the knowledge we bring from Monzo but uh"
  },
  {
    "startMs": 241429,
    "text": "the knowledge we bring from Monzo but uh"
  },
  {
    "startMs": 241439,
    "text": "the knowledge we bring from Monzo but uh build with you an example where we can"
  },
  {
    "startMs": 243990,
    "text": "build with you an example where we can"
  },
  {
    "startMs": 244000,
    "text": "build with you an example where we can um actually see that in practice without"
  },
  {
    "startMs": 245750,
    "text": "um actually see that in practice without"
  },
  {
    "startMs": 245760,
    "text": "um actually see that in practice without having to discuss a lot of domain"
  },
  {
    "startMs": 247830,
    "text": "having to discuss a lot of domain"
  },
  {
    "startMs": 247840,
    "text": "having to discuss a lot of domain knowledge. Um but if you are curious"
  },
  {
    "startMs": 250149,
    "text": "knowledge. Um but if you are curious"
  },
  {
    "startMs": 250159,
    "text": "knowledge. Um but if you are curious about the things we are building at"
  },
  {
    "startMs": 251589,
    "text": "about the things we are building at"
  },
  {
    "startMs": 251599,
    "text": "about the things we are building at Monzo we have a breakout session"
  },
  {
    "startMs": 253110,
    "text": "Monzo we have a breakout session"
  },
  {
    "startMs": 253120,
    "text": "Monzo we have a breakout session tomorrow um where we're going to talk"
  },
  {
    "startMs": 255110,
    "text": "tomorrow um where we're going to talk"
  },
  {
    "startMs": 255120,
    "text": "tomorrow um where we're going to talk about agent chip which is our inhouse"
  },
  {
    "startMs": 257830,
    "text": "about agent chip which is our inhouse"
  },
  {
    "startMs": 257840,
    "text": "about agent chip which is our inhouse remote agent capability. Um so with that"
  },
  {
    "startMs": 261110,
    "text": "remote agent capability. Um so with that"
  },
  {
    "startMs": 261120,
    "text": "remote agent capability. Um so with that Franchesco back to you."
  },
  {
    "startMs": 262310,
    "text": "Franchesco back to you."
  },
  {
    "startMs": 262320,
    "text": "Franchesco back to you. Cool. So, as a reminder, today the goal"
  },
  {
    "startMs": 265909,
    "text": "Cool. So, as a reminder, today the goal"
  },
  {
    "startMs": 265919,
    "text": "Cool. So, as a reminder, today the goal is trust"
  },
  {
    "startMs": 269270,
    "text": "is trust"
  },
  {
    "startMs": 269280,
    "text": "is trust and it may seem a little bit"
  },
  {
    "startMs": 270550,
    "text": "and it may seem a little bit"
  },
  {
    "startMs": 270560,
    "text": "and it may seem a little bit counterintuitive because it feels very"
  },
  {
    "startMs": 272230,
    "text": "counterintuitive because it feels very"
  },
  {
    "startMs": 272240,
    "text": "counterintuitive because it feels very wishy-washy and this is a workshop and"
  },
  {
    "startMs": 273909,
    "text": "wishy-washy and this is a workshop and"
  },
  {
    "startMs": 273919,
    "text": "wishy-washy and this is a workshop and you're supposed to be coding really hard"
  },
  {
    "startMs": 275350,
    "text": "you're supposed to be coding really hard"
  },
  {
    "startMs": 275360,
    "text": "you're supposed to be coding really hard for two hours. H but you're going to see"
  },
  {
    "startMs": 277830,
    "text": "for two hours. H but you're going to see"
  },
  {
    "startMs": 277840,
    "text": "for two hours. H but you're going to see we're going to give it a little bit of a"
  },
  {
    "startMs": 279350,
    "text": "we're going to give it a little bit of a"
  },
  {
    "startMs": 279360,
    "text": "we're going to give it a little bit of a spin. Uh because I think we're past the"
  },
  {
    "startMs": 282070,
    "text": "spin. Uh because I think we're past the"
  },
  {
    "startMs": 282080,
    "text": "spin. Uh because I think we're past the point of having to spend hours like"
  },
  {
    "startMs": 283990,
    "text": "point of having to spend hours like"
  },
  {
    "startMs": 284000,
    "text": "point of having to spend hours like grinding through your keyboard uh to get"
  },
  {
    "startMs": 286310,
    "text": "grinding through your keyboard uh to get"
  },
  {
    "startMs": 286320,
    "text": "grinding through your keyboard uh to get something that you can trust. So, let's"
  },
  {
    "startMs": 289590,
    "text": "something that you can trust. So, let's"
  },
  {
    "startMs": 289600,
    "text": "something that you can trust. So, let's start with the domain. Finance is"
  },
  {
    "startMs": 291749,
    "text": "start with the domain. Finance is"
  },
  {
    "startMs": 291759,
    "text": "start with the domain. Finance is tailored."
  },
  {
    "startMs": 293270,
    "text": "tailored."
  },
  {
    "startMs": 293280,
    "text": "tailored. You have your numbers. You have your"
  },
  {
    "startMs": 295590,
    "text": "You have your numbers. You have your"
  },
  {
    "startMs": 295600,
    "text": "You have your numbers. You have your strategy."
  },
  {
    "startMs": 297350,
    "text": "strategy."
  },
  {
    "startMs": 297360,
    "text": "strategy. Sometimes you don't really have a"
  },
  {
    "startMs": 299270,
    "text": "Sometimes you don't really have a"
  },
  {
    "startMs": 299280,
    "text": "Sometimes you don't really have a strategy. And there is the knowledge"
  },
  {
    "startMs": 301830,
    "text": "strategy. And there is the knowledge"
  },
  {
    "startMs": 301840,
    "text": "strategy. And there is the knowledge that you have on finance, on your"
  },
  {
    "startMs": 303670,
    "text": "that you have on finance, on your"
  },
  {
    "startMs": 303680,
    "text": "that you have on finance, on your personal situation and so on or"
  },
  {
    "startMs": 305590,
    "text": "personal situation and so on or"
  },
  {
    "startMs": 305600,
    "text": "personal situation and so on or generally misconceptions. H when we talk"
  },
  {
    "startMs": 308469,
    "text": "generally misconceptions. H when we talk"
  },
  {
    "startMs": 308479,
    "text": "generally misconceptions. H when we talk about a financial analyst, there is a"
  },
  {
    "startMs": 310710,
    "text": "about a financial analyst, there is a"
  },
  {
    "startMs": 310720,
    "text": "about a financial analyst, there is a very specific job description. We are"
  },
  {
    "startMs": 313029,
    "text": "very specific job description. We are"
  },
  {
    "startMs": 313039,
    "text": "very specific job description. We are being a little bit generous with that"
  },
  {
    "startMs": 314550,
    "text": "being a little bit generous with that"
  },
  {
    "startMs": 314560,
    "text": "being a little bit generous with that job description. So it's going all the"
  },
  {
    "startMs": 316390,
    "text": "job description. So it's going all the"
  },
  {
    "startMs": 316400,
    "text": "job description. So it's going all the way from doing research for investments,"
  },
  {
    "startMs": 319270,
    "text": "way from doing research for investments,"
  },
  {
    "startMs": 319280,
    "text": "way from doing research for investments, investment firms, banks and so on all"
  },
  {
    "startMs": 321749,
    "text": "investment firms, banks and so on all"
  },
  {
    "startMs": 321759,
    "text": "investment firms, banks and so on all the way to like personal use cases as"
  },
  {
    "startMs": 324150,
    "text": "the way to like personal use cases as"
  },
  {
    "startMs": 324160,
    "text": "the way to like personal use cases as well. But finance is finance, right? So"
  },
  {
    "startMs": 327749,
    "text": "well. But finance is finance, right? So"
  },
  {
    "startMs": 327759,
    "text": "well. But finance is finance, right? So right now the gap on producing"
  },
  {
    "startMs": 331029,
    "text": "right now the gap on producing"
  },
  {
    "startMs": 331039,
    "text": "right now the gap on producing something, getting hold of your"
  },
  {
    "startMs": 332469,
    "text": "something, getting hold of your"
  },
  {
    "startMs": 332479,
    "text": "something, getting hold of your finances, doing an analysis is not"
  },
  {
    "startMs": 334469,
    "text": "finances, doing an analysis is not"
  },
  {
    "startMs": 334479,
    "text": "finances, doing an analysis is not really speed. H I'm pretty sure some of"
  },
  {
    "startMs": 337270,
    "text": "really speed. H I'm pretty sure some of"
  },
  {
    "startMs": 337280,
    "text": "really speed. H I'm pretty sure some of you may have some background tasks"
  },
  {
    "startMs": 339029,
    "text": "you may have some background tasks"
  },
  {
    "startMs": 339039,
    "text": "you may have some background tasks running with like claude or chpt getting"
  },
  {
    "startMs": 342150,
    "text": "running with like claude or chpt getting"
  },
  {
    "startMs": 342160,
    "text": "running with like claude or chpt getting some stuff done. So that's not the"
  },
  {
    "startMs": 344550,
    "text": "some stuff done. So that's not the"
  },
  {
    "startMs": 344560,
    "text": "some stuff done. So that's not the bottleneck. H we believe that"
  },
  {
    "startMs": 348870,
    "text": "bottleneck. H we believe that"
  },
  {
    "startMs": 348880,
    "text": "bottleneck. H we believe that based on the experience we had over the"
  },
  {
    "startMs": 350790,
    "text": "based on the experience we had over the"
  },
  {
    "startMs": 350800,
    "text": "based on the experience we had over the last few months, the bottleneck now is"
  },
  {
    "startMs": 353350,
    "text": "last few months, the bottleneck now is"
  },
  {
    "startMs": 353360,
    "text": "last few months, the bottleneck now is how it connects with us. Um"
  },
  {
    "startMs": 357909,
    "text": "how it connects with us. Um"
  },
  {
    "startMs": 357919,
    "text": "how it connects with us. Um so trust is the thing we cannot take for"
  },
  {
    "startMs": 361590,
    "text": "so trust is the thing we cannot take for"
  },
  {
    "startMs": 361600,
    "text": "so trust is the thing we cannot take for granted and transparently because we're"
  },
  {
    "startMs": 363830,
    "text": "granted and transparently because we're"
  },
  {
    "startMs": 363840,
    "text": "granted and transparently because we're talking about money specifically. Erh"
  },
  {
    "startMs": 366469,
    "text": "talking about money specifically. Erh"
  },
  {
    "startMs": 366479,
    "text": "talking about money specifically. Erh this is one of the highest stakes"
  },
  {
    "startMs": 368629,
    "text": "this is one of the highest stakes"
  },
  {
    "startMs": 368639,
    "text": "this is one of the highest stakes topics. uh we need to invest in making"
  },
  {
    "startMs": 371110,
    "text": "topics. uh we need to invest in making"
  },
  {
    "startMs": 371120,
    "text": "topics. uh we need to invest in making sure that there is trust built into the"
  },
  {
    "startMs": 372790,
    "text": "sure that there is trust built into the"
  },
  {
    "startMs": 372800,
    "text": "sure that there is trust built into the system and transparently if money is not"
  },
  {
    "startMs": 377430,
    "text": "system and transparently if money is not"
  },
  {
    "startMs": 377440,
    "text": "system and transparently if money is not high stakes enough for you and you can"
  },
  {
    "startMs": 379670,
    "text": "high stakes enough for you and you can"
  },
  {
    "startMs": 379680,
    "text": "high stakes enough for you and you can like oneshot your money problems your"
  },
  {
    "startMs": 381670,
    "text": "like oneshot your money problems your"
  },
  {
    "startMs": 381680,
    "text": "like oneshot your money problems your budgeting your financing everything else"
  },
  {
    "startMs": 383909,
    "text": "budgeting your financing everything else"
  },
  {
    "startMs": 383919,
    "text": "budgeting your financing everything else h find me after the workshop I will buy"
  },
  {
    "startMs": 386710,
    "text": "h find me after the workshop I will buy"
  },
  {
    "startMs": 386720,
    "text": "h find me after the workshop I will buy you in into some investment ideas so"
  },
  {
    "startMs": 389749,
    "text": "you in into some investment ideas so"
  },
  {
    "startMs": 389759,
    "text": "you in into some investment ideas so yeah let's chat later please"
  },
  {
    "startMs": 393189,
    "text": "yeah let's chat later please"
  },
  {
    "startMs": 393199,
    "text": "yeah let's chat later please um so where everything starts is from"
  },
  {
    "startMs": 395990,
    "text": "um so where everything starts is from"
  },
  {
    "startMs": 396000,
    "text": "um so where everything starts is from the goal which is earning the trust So"
  },
  {
    "startMs": 399270,
    "text": "the goal which is earning the trust So"
  },
  {
    "startMs": 399280,
    "text": "the goal which is earning the trust So then you can truly delegate the boring"
  },
  {
    "startMs": 401670,
    "text": "then you can truly delegate the boring"
  },
  {
    "startMs": 401680,
    "text": "then you can truly delegate the boring work to multiple agents, your swarms,"
  },
  {
    "startMs": 404309,
    "text": "work to multiple agents, your swarms,"
  },
  {
    "startMs": 404319,
    "text": "work to multiple agents, your swarms, your factories, whatever. But how you do"
  },
  {
    "startMs": 406469,
    "text": "your factories, whatever. But how you do"
  },
  {
    "startMs": 406479,
    "text": "your factories, whatever. But how you do trust the results that you're getting."
  },
  {
    "startMs": 409350,
    "text": "trust the results that you're getting."
  },
  {
    "startMs": 409360,
    "text": "trust the results that you're getting. Erh, I'm going to namerop a few things"
  },
  {
    "startMs": 413909,
    "text": "Erh, I'm going to namerop a few things"
  },
  {
    "startMs": 413919,
    "text": "Erh, I'm going to namerop a few things because honestly none of them are new."
  },
  {
    "startMs": 416070,
    "text": "because honestly none of them are new."
  },
  {
    "startMs": 416080,
    "text": "because honestly none of them are new. You're probably already grinding"
  },
  {
    "startMs": 417590,
    "text": "You're probably already grinding"
  },
  {
    "startMs": 417600,
    "text": "You're probably already grinding thinking, well, you buy trust by h"
  },
  {
    "startMs": 421189,
    "text": "thinking, well, you buy trust by h"
  },
  {
    "startMs": 421199,
    "text": "thinking, well, you buy trust by h setting up traces or doing loops or any"
  },
  {
    "startMs": 424469,
    "text": "setting up traces or doing loops or any"
  },
  {
    "startMs": 424479,
    "text": "setting up traces or doing loops or any of the other keywords we have. So unit"
  },
  {
    "startMs": 426710,
    "text": "of the other keywords we have. So unit"
  },
  {
    "startMs": 426720,
    "text": "of the other keywords we have. So unit testing that gets old planning with your"
  },
  {
    "startMs": 429110,
    "text": "testing that gets old planning with your"
  },
  {
    "startMs": 429120,
    "text": "testing that gets old planning with your agent we know that that's good. Uh doing"
  },
  {
    "startMs": 431830,
    "text": "agent we know that that's good. Uh doing"
  },
  {
    "startMs": 431840,
    "text": "agent we know that that's good. Uh doing evals for sure traces and observability"
  },
  {
    "startMs": 435029,
    "text": "evals for sure traces and observability"
  },
  {
    "startMs": 435039,
    "text": "evals for sure traces and observability loops and graphs like I can keep naming"
  },
  {
    "startMs": 437670,
    "text": "loops and graphs like I can keep naming"
  },
  {
    "startMs": 437680,
    "text": "loops and graphs like I can keep naming components of how you think you can"
  },
  {
    "startMs": 440790,
    "text": "components of how you think you can"
  },
  {
    "startMs": 440800,
    "text": "components of how you think you can start building trust but they are"
  },
  {
    "startMs": 443110,
    "text": "start building trust but they are"
  },
  {
    "startMs": 443120,
    "text": "start building trust but they are basically components. H what we want to"
  },
  {
    "startMs": 446390,
    "text": "basically components. H what we want to"
  },
  {
    "startMs": 446400,
    "text": "basically components. H what we want to discuss today is actually the design"
  },
  {
    "startMs": 448309,
    "text": "discuss today is actually the design"
  },
  {
    "startMs": 448319,
    "text": "discuss today is actually the design principles on how to achieve that trust."
  },
  {
    "startMs": 451350,
    "text": "principles on how to achieve that trust."
  },
  {
    "startMs": 451360,
    "text": "principles on how to achieve that trust. So building a hardness that actually"
  },
  {
    "startMs": 453830,
    "text": "So building a hardness that actually"
  },
  {
    "startMs": 453840,
    "text": "So building a hardness that actually works for money matters"
  },
  {
    "startMs": 456790,
    "text": "works for money matters"
  },
  {
    "startMs": 456800,
    "text": "works for money matters requires an in immense amount of trust."
  },
  {
    "startMs": 460150,
    "text": "requires an in immense amount of trust."
  },
  {
    "startMs": 460160,
    "text": "requires an in immense amount of trust. So we're not going to be discussing"
  },
  {
    "startMs": 462230,
    "text": "So we're not going to be discussing"
  },
  {
    "startMs": 462240,
    "text": "So we're not going to be discussing specific technologies. We're not going"
  },
  {
    "startMs": 463909,
    "text": "specific technologies. We're not going"
  },
  {
    "startMs": 463919,
    "text": "specific technologies. We're not going to read you the readme of a particular"
  },
  {
    "startMs": 466070,
    "text": "to read you the readme of a particular"
  },
  {
    "startMs": 466080,
    "text": "to read you the readme of a particular product. H and we will assume you know"
  },
  {
    "startMs": 468710,
    "text": "product. H and we will assume you know"
  },
  {
    "startMs": 468720,
    "text": "product. H and we will assume you know some of the concepts that have been"
  },
  {
    "startMs": 470390,
    "text": "some of the concepts that have been"
  },
  {
    "startMs": 470400,
    "text": "some of the concepts that have been listed so far. Um and mainly this is"
  },
  {
    "startMs": 474869,
    "text": "listed so far. Um and mainly this is"
  },
  {
    "startMs": 474879,
    "text": "listed so far. Um and mainly this is going to be a slightly different"
  },
  {
    "startMs": 475990,
    "text": "going to be a slightly different"
  },
  {
    "startMs": 476000,
    "text": "going to be a slightly different workshop because we want you to feel how"
  },
  {
    "startMs": 479589,
    "text": "workshop because we want you to feel how"
  },
  {
    "startMs": 479599,
    "text": "workshop because we want you to feel how the principles work in reality."
  },
  {
    "startMs": 482550,
    "text": "the principles work in reality."
  },
  {
    "startMs": 482560,
    "text": "the principles work in reality. So we have built a hardness today"
  },
  {
    "startMs": 486710,
    "text": "So we have built a hardness today"
  },
  {
    "startMs": 486720,
    "text": "So we have built a hardness today around a very simple example and we want"
  },
  {
    "startMs": 488950,
    "text": "around a very simple example and we want"
  },
  {
    "startMs": 488960,
    "text": "around a very simple example and we want you to try it out but don't focus on oh"
  },
  {
    "startMs": 492150,
    "text": "you to try it out but don't focus on oh"
  },
  {
    "startMs": 492160,
    "text": "you to try it out but don't focus on oh if I type this then I get the response"
  },
  {
    "startMs": 494309,
    "text": "if I type this then I get the response"
  },
  {
    "startMs": 494319,
    "text": "if I type this then I get the response so much quicker and the UI is so slick."
  },
  {
    "startMs": 496869,
    "text": "so much quicker and the UI is so slick."
  },
  {
    "startMs": 496879,
    "text": "so much quicker and the UI is so slick. it spoiler it won't be h but more"
  },
  {
    "startMs": 499510,
    "text": "it spoiler it won't be h but more"
  },
  {
    "startMs": 499520,
    "text": "it spoiler it won't be h but more importantly we want you to feel how it"
  },
  {
    "startMs": 502710,
    "text": "importantly we want you to feel how it"
  },
  {
    "startMs": 502720,
    "text": "importantly we want you to feel how it may feel like having trust in an agent"
  },
  {
    "startMs": 505749,
    "text": "may feel like having trust in an agent"
  },
  {
    "startMs": 505759,
    "text": "may feel like having trust in an agent that has been built with a very specific"
  },
  {
    "startMs": 507430,
    "text": "that has been built with a very specific"
  },
  {
    "startMs": 507440,
    "text": "that has been built with a very specific hardness uh so again this is just one"
  },
  {
    "startMs": 510070,
    "text": "hardness uh so again this is just one"
  },
  {
    "startMs": 510080,
    "text": "hardness uh so again this is just one very simple implementation an example h"
  },
  {
    "startMs": 513750,
    "text": "very simple implementation an example h"
  },
  {
    "startMs": 513760,
    "text": "very simple implementation an example h you can roast me later if you think this"
  },
  {
    "startMs": 515509,
    "text": "you can roast me later if you think this"
  },
  {
    "startMs": 515519,
    "text": "you can roast me later if you think this is too top level but we can discuss that"
  },
  {
    "startMs": 517990,
    "text": "is too top level but we can discuss that"
  },
  {
    "startMs": 518000,
    "text": "is too top level but we can discuss that later so trust and I'm probably going to"
  },
  {
    "startMs": 522310,
    "text": "later so trust and I'm probably going to"
  },
  {
    "startMs": 522320,
    "text": "later so trust and I'm probably going to run out of times I can say trust without"
  },
  {
    "startMs": 524389,
    "text": "run out of times I can say trust without"
  },
  {
    "startMs": 524399,
    "text": "run out of times I can say trust without going insane but we think you need to"
  },
  {
    "startMs": 526389,
    "text": "going insane but we think you need to"
  },
  {
    "startMs": 526399,
    "text": "going insane but we think you need to build it from the ground up, right? So"
  },
  {
    "startMs": 528470,
    "text": "build it from the ground up, right? So"
  },
  {
    "startMs": 528480,
    "text": "build it from the ground up, right? So you have a shared domain, the whole"
  },
  {
    "startMs": 530949,
    "text": "you have a shared domain, the whole"
  },
  {
    "startMs": 530959,
    "text": "you have a shared domain, the whole thing about a plan, making sure that you"
  },
  {
    "startMs": 533670,
    "text": "thing about a plan, making sure that you"
  },
  {
    "startMs": 533680,
    "text": "thing about a plan, making sure that you and the model are talking in the same"
  },
  {
    "startMs": 536150,
    "text": "and the model are talking in the same"
  },
  {
    "startMs": 536160,
    "text": "and the model are talking in the same terms. And it sounds more trivial than"
  },
  {
    "startMs": 538389,
    "text": "terms. And it sounds more trivial than"
  },
  {
    "startMs": 538399,
    "text": "terms. And it sounds more trivial than it actually is. Then consistency, and"
  },
  {
    "startMs": 542070,
    "text": "it actually is. Then consistency, and"
  },
  {
    "startMs": 542080,
    "text": "it actually is. Then consistency, and pretty sure everyone in the room will be"
  },
  {
    "startMs": 543509,
    "text": "pretty sure everyone in the room will be"
  },
  {
    "startMs": 543519,
    "text": "pretty sure everyone in the room will be on the same page, but it's making sure"
  },
  {
    "startMs": 545350,
    "text": "on the same page, but it's making sure"
  },
  {
    "startMs": 545360,
    "text": "on the same page, but it's making sure that the numbers come from a correct"
  },
  {
    "startMs": 548150,
    "text": "that the numbers come from a correct"
  },
  {
    "startMs": 548160,
    "text": "that the numbers come from a correct place. So rather than a language model"
  },
  {
    "startMs": 551509,
    "text": "place. So rather than a language model"
  },
  {
    "startMs": 551519,
    "text": "place. So rather than a language model trying to process a lot of arithmetic,"
  },
  {
    "startMs": 553670,
    "text": "trying to process a lot of arithmetic,"
  },
  {
    "startMs": 553680,
    "text": "trying to process a lot of arithmetic, it will do some tool calling. It will"
  },
  {
    "startMs": 556070,
    "text": "it will do some tool calling. It will"
  },
  {
    "startMs": 556080,
    "text": "it will do some tool calling. It will write us some scripts. It will try to"
  },
  {
    "startMs": 557670,
    "text": "write us some scripts. It will try to"
  },
  {
    "startMs": 557680,
    "text": "write us some scripts. It will try to come up with a way that the results are"
  },
  {
    "startMs": 560710,
    "text": "come up with a way that the results are"
  },
  {
    "startMs": 560720,
    "text": "come up with a way that the results are consistent. We also want evidence where"
  },
  {
    "startMs": 564790,
    "text": "consistent. We also want evidence where"
  },
  {
    "startMs": 564800,
    "text": "consistent. We also want evidence where basically show the receipts, right? You"
  },
  {
    "startMs": 567590,
    "text": "basically show the receipts, right? You"
  },
  {
    "startMs": 567600,
    "text": "basically show the receipts, right? You can follow back and trace back the"
  },
  {
    "startMs": 569430,
    "text": "can follow back and trace back the"
  },
  {
    "startMs": 569440,
    "text": "can follow back and trace back the decisions and what led to them."
  },
  {
    "startMs": 572949,
    "text": "decisions and what led to them."
  },
  {
    "startMs": 572959,
    "text": "decisions and what led to them. Accountability is probably a very spicy"
  },
  {
    "startMs": 575829,
    "text": "Accountability is probably a very spicy"
  },
  {
    "startMs": 575839,
    "text": "Accountability is probably a very spicy one and maybe the mo most abstract of"
  },
  {
    "startMs": 579190,
    "text": "one and maybe the mo most abstract of"
  },
  {
    "startMs": 579200,
    "text": "one and maybe the mo most abstract of them, but ultimately even if you're"
  },
  {
    "startMs": 582070,
    "text": "them, but ultimately even if you're"
  },
  {
    "startMs": 582080,
    "text": "them, but ultimately even if you're running a 100 agents, the results of"
  },
  {
    "startMs": 584710,
    "text": "running a 100 agents, the results of"
  },
  {
    "startMs": 584720,
    "text": "running a 100 agents, the results of what they do, you're still accountable"
  },
  {
    "startMs": 587590,
    "text": "what they do, you're still accountable"
  },
  {
    "startMs": 587600,
    "text": "what they do, you're still accountable for them. So that's something we take"
  },
  {
    "startMs": 589750,
    "text": "for them. So that's something we take"
  },
  {
    "startMs": 589760,
    "text": "for them. So that's something we take very seriously at work. And we think"
  },
  {
    "startMs": 591910,
    "text": "very seriously at work. And we think"
  },
  {
    "startMs": 591920,
    "text": "very seriously at work. And we think it's a mindset shift that when people"
  },
  {
    "startMs": 595030,
    "text": "it's a mindset shift that when people"
  },
  {
    "startMs": 595040,
    "text": "it's a mindset shift that when people make it, they start building systems"
  },
  {
    "startMs": 597030,
    "text": "make it, they start building systems"
  },
  {
    "startMs": 597040,
    "text": "make it, they start building systems that evolve with them and not black"
  },
  {
    "startMs": 600470,
    "text": "that evolve with them and not black"
  },
  {
    "startMs": 600480,
    "text": "that evolve with them and not black boxes that they just throw problems at"
  },
  {
    "startMs": 602630,
    "text": "boxes that they just throw problems at"
  },
  {
    "startMs": 602640,
    "text": "boxes that they just throw problems at hoping that something sticks."
  },
  {
    "startMs": 605110,
    "text": "hoping that something sticks."
  },
  {
    "startMs": 605120,
    "text": "hoping that something sticks. And finally, verification. So we want to"
  },
  {
    "startMs": 608949,
    "text": "And finally, verification. So we want to"
  },
  {
    "startMs": 608959,
    "text": "And finally, verification. So we want to make sure that there is a separate point"
  },
  {
    "startMs": 610949,
    "text": "make sure that there is a separate point"
  },
  {
    "startMs": 610959,
    "text": "make sure that there is a separate point of view, another perspective. Erh, I"
  },
  {
    "startMs": 614710,
    "text": "of view, another perspective. Erh, I"
  },
  {
    "startMs": 614720,
    "text": "of view, another perspective. Erh, I would say I'm guilty of thinking I have"
  },
  {
    "startMs": 616710,
    "text": "would say I'm guilty of thinking I have"
  },
  {
    "startMs": 616720,
    "text": "would say I'm guilty of thinking I have the best idea in the world probably like"
  },
  {
    "startMs": 618550,
    "text": "the best idea in the world probably like"
  },
  {
    "startMs": 618560,
    "text": "the best idea in the world probably like three times a year and then only to have"
  },
  {
    "startMs": 620870,
    "text": "three times a year and then only to have"
  },
  {
    "startMs": 620880,
    "text": "three times a year and then only to have Filipe tell me please don't implement"
  },
  {
    "startMs": 623590,
    "text": "Filipe tell me please don't implement"
  },
  {
    "startMs": 623600,
    "text": "Filipe tell me please don't implement that please please please and I I Oops"
  },
  {
    "startMs": 626710,
    "text": "that please please please and I I Oops"
  },
  {
    "startMs": 626720,
    "text": "that please please please and I I Oops one second and I would just compliment"
  },
  {
    "startMs": 629350,
    "text": "one second and I would just compliment"
  },
  {
    "startMs": 629360,
    "text": "one second and I would just compliment on on this bit that I think two things"
  },
  {
    "startMs": 631910,
    "text": "on on this bit that I think two things"
  },
  {
    "startMs": 631920,
    "text": "on on this bit that I think two things the first one is we have a very generous"
  },
  {
    "startMs": 633750,
    "text": "the first one is we have a very generous"
  },
  {
    "startMs": 633760,
    "text": "the first one is we have a very generous window here to to work together so um it"
  },
  {
    "startMs": 636790,
    "text": "window here to to work together so um it"
  },
  {
    "startMs": 636800,
    "text": "window here to to work together so um it will be very nice to learn from your"
  },
  {
    "startMs": 638710,
    "text": "will be very nice to learn from your"
  },
  {
    "startMs": 638720,
    "text": "will be very nice to learn from your folks's experience as well as we build"
  },
  {
    "startMs": 640870,
    "text": "folks's experience as well as we build"
  },
  {
    "startMs": 640880,
    "text": "folks's experience as well as we build through this principles so if this"
  },
  {
    "startMs": 643509,
    "text": "through this principles so if this"
  },
  {
    "startMs": 643519,
    "text": "through this principles so if this resonates with any work you've done or"
  },
  {
    "startMs": 645030,
    "text": "resonates with any work you've done or"
  },
  {
    "startMs": 645040,
    "text": "resonates with any work you've done or any particularly any challenges you've"
  },
  {
    "startMs": 647190,
    "text": "any particularly any challenges you've"
  },
  {
    "startMs": 647200,
    "text": "any particularly any challenges you've faced um when working with agents feel"
  },
  {
    "startMs": 649750,
    "text": "faced um when working with agents feel"
  },
  {
    "startMs": 649760,
    "text": "faced um when working with agents feel absolutely free to to raise that and"
  },
  {
    "startMs": 651430,
    "text": "absolutely free to to raise that and"
  },
  {
    "startMs": 651440,
    "text": "absolutely free to to raise that and then we can we can build it uh together"
  },
  {
    "startMs": 654550,
    "text": "then we can we can build it uh together"
  },
  {
    "startMs": 654560,
    "text": "then we can we can build it uh together um and just ding uh doubling down on"
  },
  {
    "startMs": 657030,
    "text": "um and just ding uh doubling down on"
  },
  {
    "startMs": 657040,
    "text": "um and just ding uh doubling down on something that Franchesco said this"
  },
  {
    "startMs": 658630,
    "text": "something that Franchesco said this"
  },
  {
    "startMs": 658640,
    "text": "something that Franchesco said this we're not saying this is the model you"
  },
  {
    "startMs": 661269,
    "text": "we're not saying this is the model you"
  },
  {
    "startMs": 661279,
    "text": "we're not saying this is the model you won't say us going to to the big stage"
  },
  {
    "startMs": 663910,
    "text": "won't say us going to to the big stage"
  },
  {
    "startMs": 663920,
    "text": "won't say us going to to the big stage and saying forget everything you know"
  },
  {
    "startMs": 665990,
    "text": "and saying forget everything you know"
  },
  {
    "startMs": 666000,
    "text": "and saying forget everything you know this is how to do it this is a model a"
  },
  {
    "startMs": 669590,
    "text": "this is how to do it this is a model a"
  },
  {
    "startMs": 669600,
    "text": "this is how to do it this is a model a way to approach it uh that has been"
  },
  {
    "startMs": 671829,
    "text": "way to approach it uh that has been"
  },
  {
    "startMs": 671839,
    "text": "way to approach it uh that has been working for us in a number of use cases."
  },
  {
    "startMs": 673590,
    "text": "working for us in a number of use cases."
  },
  {
    "startMs": 673600,
    "text": "working for us in a number of use cases. I'll share a few examples at Monzo later"
  },
  {
    "startMs": 675750,
    "text": "I'll share a few examples at Monzo later"
  },
  {
    "startMs": 675760,
    "text": "I'll share a few examples at Monzo later and Francisco has a few other examples"
  },
  {
    "startMs": 677670,
    "text": "and Francisco has a few other examples"
  },
  {
    "startMs": 677680,
    "text": "and Francisco has a few other examples as well. Um but yeah, again there's not"
  },
  {
    "startMs": 680550,
    "text": "as well. Um but yeah, again there's not"
  },
  {
    "startMs": 680560,
    "text": "as well. Um but yeah, again there's not a single silver bullet to to solve every"
  },
  {
    "startMs": 683269,
    "text": "a single silver bullet to to solve every"
  },
  {
    "startMs": 683279,
    "text": "a single silver bullet to to solve every single problem we face. And also fe feel"
  },
  {
    "startMs": 686310,
    "text": "single problem we face. And also fe feel"
  },
  {
    "startMs": 686320,
    "text": "single problem we face. And also fe feel free to challenge us if you think"
  },
  {
    "startMs": 688550,
    "text": "free to challenge us if you think"
  },
  {
    "startMs": 688560,
    "text": "free to challenge us if you think actually trust overrated. Just throw a"
  },
  {
    "startMs": 691990,
    "text": "actually trust overrated. Just throw a"
  },
  {
    "startMs": 692000,
    "text": "actually trust overrated. Just throw a 100 agents at a problem eventually will"
  },
  {
    "startMs": 694230,
    "text": "100 agents at a problem eventually will"
  },
  {
    "startMs": 694240,
    "text": "100 agents at a problem eventually will get solved. happy to hear the success"
  },
  {
    "startMs": 696310,
    "text": "get solved. happy to hear the success"
  },
  {
    "startMs": 696320,
    "text": "get solved. happy to hear the success stories but from repetition from"
  },
  {
    "startMs": 699269,
    "text": "stories but from repetition from"
  },
  {
    "startMs": 699279,
    "text": "stories but from repetition from experience and a lot of different use"
  },
  {
    "startMs": 700870,
    "text": "experience and a lot of different use"
  },
  {
    "startMs": 700880,
    "text": "experience and a lot of different use cases at work and outside we do think"
  },
  {
    "startMs": 703670,
    "text": "cases at work and outside we do think"
  },
  {
    "startMs": 703680,
    "text": "cases at work and outside we do think you need to build a system that gives"
  },
  {
    "startMs": 705590,
    "text": "you need to build a system that gives"
  },
  {
    "startMs": 705600,
    "text": "you need to build a system that gives you the confidence that things are going"
  },
  {
    "startMs": 707750,
    "text": "you the confidence that things are going"
  },
  {
    "startMs": 707760,
    "text": "you the confidence that things are going in the right direction and not just that"
  },
  {
    "startMs": 710150,
    "text": "in the right direction and not just that"
  },
  {
    "startMs": 710160,
    "text": "in the right direction and not just that things look correct"
  },
  {
    "startMs": 713590,
    "text": "things look correct"
  },
  {
    "startMs": 713600,
    "text": "things look correct so yeah trust happy days um"
  },
  {
    "startMs": 717910,
    "text": "so yeah trust happy days um"
  },
  {
    "startMs": 717920,
    "text": "so yeah trust happy days um speaking of trust I'm here to confess"
  },
  {
    "startMs": 721670,
    "text": "speaking of trust I'm here to confess"
  },
  {
    "startMs": 721680,
    "text": "speaking of trust I'm here to confess that I have an ulterior motive with"
  },
  {
    "startMs": 723190,
    "text": "that I have an ulterior motive with"
  },
  {
    "startMs": 723200,
    "text": "that I have an ulterior motive with today's workshop Uh so breaking your"
  },
  {
    "startMs": 725430,
    "text": "today's workshop Uh so breaking your"
  },
  {
    "startMs": 725440,
    "text": "today's workshop Uh so breaking your trust immediately. What is it? Less than"
  },
  {
    "startMs": 727509,
    "text": "trust immediately. What is it? Less than"
  },
  {
    "startMs": 727519,
    "text": "trust immediately. What is it? Less than five minutes."
  },
  {
    "startMs": 729670,
    "text": "five minutes."
  },
  {
    "startMs": 729680,
    "text": "five minutes. You are here to help me Francesco"
  },
  {
    "startMs": 733430,
    "text": "You are here to help me Francesco"
  },
  {
    "startMs": 733440,
    "text": "You are here to help me Francesco to plan my wedding."
  },
  {
    "startMs": 736470,
    "text": "to plan my wedding."
  },
  {
    "startMs": 736480,
    "text": "to plan my wedding. So nobody's super excited but you will"
  },
  {
    "startMs": 738790,
    "text": "So nobody's super excited but you will"
  },
  {
    "startMs": 738800,
    "text": "So nobody's super excited but you will get excited. Erh specifically just to"
  },
  {
    "startMs": 742790,
    "text": "get excited. Erh specifically just to"
  },
  {
    "startMs": 742800,
    "text": "get excited. Erh specifically just to figure out some some stuff around the"
  },
  {
    "startMs": 744629,
    "text": "figure out some some stuff around the"
  },
  {
    "startMs": 744639,
    "text": "figure out some some stuff around the finances of paying for a wedding. Um and"
  },
  {
    "startMs": 747350,
    "text": "finances of paying for a wedding. Um and"
  },
  {
    "startMs": 747360,
    "text": "finances of paying for a wedding. Um and because it's a conference I want to make"
  },
  {
    "startMs": 749030,
    "text": "because it's a conference I want to make"
  },
  {
    "startMs": 749040,
    "text": "because it's a conference I want to make it as screeny as possible. So show of"
  },
  {
    "startMs": 751350,
    "text": "it as screeny as possible. So show of"
  },
  {
    "startMs": 751360,
    "text": "it as screeny as possible. So show of hands. Uh, who has had a wedding? Who's"
  },
  {
    "startMs": 755110,
    "text": "hands. Uh, who has had a wedding? Who's"
  },
  {
    "startMs": 755120,
    "text": "hands. Uh, who has had a wedding? Who's gotten married?"
  },
  {
    "startMs": 757269,
    "text": "gotten married?"
  },
  {
    "startMs": 757279,
    "text": "gotten married? Okay, awesome. Number of guests under"
  },
  {
    "startMs": 760150,
    "text": "Okay, awesome. Number of guests under"
  },
  {
    "startMs": 760160,
    "text": "Okay, awesome. Number of guests under 50."
  },
  {
    "startMs": 762710,
    "text": "50."
  },
  {
    "startMs": 762720,
    "text": "50. Yeah. Okay. No, still show of hands."
  },
  {
    "startMs": 764389,
    "text": "Yeah. Okay. No, still show of hands."
  },
  {
    "startMs": 764399,
    "text": "Yeah. Okay. No, still show of hands. It's still like cringey mode. Okay,"
  },
  {
    "startMs": 766550,
    "text": "It's still like cringey mode. Okay,"
  },
  {
    "startMs": 766560,
    "text": "It's still like cringey mode. Okay, cool."
  },
  {
    "startMs": 767910,
    "text": "cool."
  },
  {
    "startMs": 767920,
    "text": "cool. About 100."
  },
  {
    "startMs": 769910,
    "text": "About 100."
  },
  {
    "startMs": 769920,
    "text": "About 100. Yeah. Nice."
  },
  {
    "startMs": 771829,
    "text": "Yeah. Nice."
  },
  {
    "startMs": 771839,
    "text": "Yeah. Nice. About 150."
  },
  {
    "startMs": 773829,
    "text": "About 150."
  },
  {
    "startMs": 773839,
    "text": "About 150. Okay."
  },
  {
    "startMs": 774550,
    "text": "Okay."
  },
  {
    "startMs": 774560,
    "text": "Okay. Nice."
  },
  {
    "startMs": 776310,
    "text": "Nice."
  },
  {
    "startMs": 776320,
    "text": "Nice. 200."
  },
  {
    "startMs": 777269,
    "text": "200."
  },
  {
    "startMs": 777279,
    "text": "200. More. All right."
  },
  {
    "startMs": 778230,
    "text": "More. All right."
  },
  {
    "startMs": 778240,
    "text": "More. All right. Yeah. Yeah. Big wedding. Nice."
  },
  {
    "startMs": 781910,
    "text": "Yeah. Yeah. Big wedding. Nice."
  },
  {
    "startMs": 781920,
    "text": "Yeah. Yeah. Big wedding. Nice. This is probably going to resonate, but"
  },
  {
    "startMs": 783670,
    "text": "This is probably going to resonate, but"
  },
  {
    "startMs": 783680,
    "text": "This is probably going to resonate, but it sounds like it's going to be a very"
  },
  {
    "startMs": 786069,
    "text": "it sounds like it's going to be a very"
  },
  {
    "startMs": 786079,
    "text": "it sounds like it's going to be a very simple calculation, very simple process,"
  },
  {
    "startMs": 788150,
    "text": "simple calculation, very simple process,"
  },
  {
    "startMs": 788160,
    "text": "simple calculation, very simple process, and the wedding is going to go by nicely"
  },
  {
    "startMs": 790230,
    "text": "and the wedding is going to go by nicely"
  },
  {
    "startMs": 790240,
    "text": "and the wedding is going to go by nicely and smoothly. And for the people who got"
  },
  {
    "startMs": 792790,
    "text": "and smoothly. And for the people who got"
  },
  {
    "startMs": 792800,
    "text": "and smoothly. And for the people who got married, probably you know that is not"
  },
  {
    "startMs": 794949,
    "text": "married, probably you know that is not"
  },
  {
    "startMs": 794959,
    "text": "married, probably you know that is not the case. Um, and even running the"
  },
  {
    "startMs": 797750,
    "text": "the case. Um, and even running the"
  },
  {
    "startMs": 797760,
    "text": "the case. Um, and even running the calculations and figuring out how things"
  },
  {
    "startMs": 800150,
    "text": "calculations and figuring out how things"
  },
  {
    "startMs": 800160,
    "text": "calculations and figuring out how things got so expensive so quickly. It's not"
  },
  {
    "startMs": 803030,
    "text": "got so expensive so quickly. It's not"
  },
  {
    "startMs": 803040,
    "text": "got so expensive so quickly. It's not trivial. This is a little bit of"
  },
  {
    "startMs": 805350,
    "text": "trivial. This is a little bit of"
  },
  {
    "startMs": 805360,
    "text": "trivial. This is a little bit of storytelling and hopefully my girlfriend"
  },
  {
    "startMs": 807509,
    "text": "storytelling and hopefully my girlfriend"
  },
  {
    "startMs": 807519,
    "text": "storytelling and hopefully my girlfriend doesn't fiance doesn't see this."
  },
  {
    "startMs": 810870,
    "text": "doesn't fiance doesn't see this."
  },
  {
    "startMs": 810880,
    "text": "doesn't fiance doesn't see this. But we were doing some calculations and"
  },
  {
    "startMs": 812790,
    "text": "But we were doing some calculations and"
  },
  {
    "startMs": 812800,
    "text": "But we were doing some calculations and she was like, \"No, yeah, but the cost"
  },
  {
    "startMs": 814389,
    "text": "she was like, \"No, yeah, but the cost"
  },
  {
    "startMs": 814399,
    "text": "she was like, \"No, yeah, but the cost per like dinner is this much.\" And I'm"
  },
  {
    "startMs": 817750,
    "text": "per like dinner is this much.\" And I'm"
  },
  {
    "startMs": 817760,
    "text": "per like dinner is this much.\" And I'm like, \"Yeah, and you have another two"
  },
  {
    "startMs": 819670,
    "text": "like, \"Yeah, and you have another two"
  },
  {
    "startMs": 819680,
    "text": "like, \"Yeah, and you have another two variable costs on top of that. So that's"
  },
  {
    "startMs": 822310,
    "text": "variable costs on top of that. So that's"
  },
  {
    "startMs": 822320,
    "text": "variable costs on top of that. So that's not the number.\" And anyway, budgeting"
  },
  {
    "startMs": 824470,
    "text": "not the number.\" And anyway, budgeting"
  },
  {
    "startMs": 824480,
    "text": "not the number.\" And anyway, budgeting for this has been a challenge to"
  },
  {
    "startMs": 826949,
    "text": "for this has been a challenge to"
  },
  {
    "startMs": 826959,
    "text": "for this has been a challenge to underelling"
  },
  {
    "startMs": 828470,
    "text": "underelling"
  },
  {
    "startMs": 828480,
    "text": "underelling it a little bit. I wouldn't recommend"
  },
  {
    "startMs": 830790,
    "text": "it a little bit. I wouldn't recommend"
  },
  {
    "startMs": 830800,
    "text": "it a little bit. I wouldn't recommend doing it, but you know, I'm already on"
  },
  {
    "startMs": 832629,
    "text": "doing it, but you know, I'm already on"
  },
  {
    "startMs": 832639,
    "text": "doing it, but you know, I'm already on the train. Erh, so today you're going to"
  },
  {
    "startMs": 836550,
    "text": "the train. Erh, so today you're going to"
  },
  {
    "startMs": 836560,
    "text": "the train. Erh, so today you're going to give me a hand with the wedding unpaid"
  },
  {
    "startMs": 839189,
    "text": "give me a hand with the wedding unpaid"
  },
  {
    "startMs": 839199,
    "text": "give me a hand with the wedding unpaid labor or you can do your own plan. Uh,"
  },
  {
    "startMs": 843350,
    "text": "labor or you can do your own plan. Uh,"
  },
  {
    "startMs": 843360,
    "text": "labor or you can do your own plan. Uh, so we put a few things in a repo that"
  },
  {
    "startMs": 845670,
    "text": "so we put a few things in a repo that"
  },
  {
    "startMs": 845680,
    "text": "so we put a few things in a repo that you're going to get access to. So you if"
  },
  {
    "startMs": 847509,
    "text": "you're going to get access to. So you if"
  },
  {
    "startMs": 847519,
    "text": "you're going to get access to. So you if you want to pick your own adventure, do"
  },
  {
    "startMs": 849910,
    "text": "you want to pick your own adventure, do"
  },
  {
    "startMs": 849920,
    "text": "you want to pick your own adventure, do that. Wouldn't recommend because I do"
  },
  {
    "startMs": 851829,
    "text": "that. Wouldn't recommend because I do"
  },
  {
    "startMs": 851839,
    "text": "that. Wouldn't recommend because I do need help, but whatever you choose."
  },
  {
    "startMs": 855030,
    "text": "need help, but whatever you choose."
  },
  {
    "startMs": 855040,
    "text": "need help, but whatever you choose. So we'll give you a few minutes uh for"
  },
  {
    "startMs": 857269,
    "text": "So we'll give you a few minutes uh for"
  },
  {
    "startMs": 857279,
    "text": "So we'll give you a few minutes uh for you to set this up."
  },
  {
    "startMs": 861600,
    "text": "just either scan the QR code or go to my"
  },
  {
    "startMs": 865590,
    "text": "just either scan the QR code or go to my"
  },
  {
    "startMs": 865600,
    "text": "just either scan the QR code or go to my repo and there will be some instructions"
  },
  {
    "startMs": 868150,
    "text": "repo and there will be some instructions"
  },
  {
    "startMs": 868160,
    "text": "repo and there will be some instructions on how to set it up."
  },
  {
    "startMs": 873120,
    "text": "We did not plan a background music like"
  },
  {
    "startMs": 875670,
    "text": "We did not plan a background music like"
  },
  {
    "startMs": 875680,
    "text": "We did not plan a background music like an elevator music for this moment."
  },
  {
    "startMs": 878550,
    "text": "an elevator music for this moment."
  },
  {
    "startMs": 878560,
    "text": "an elevator music for this moment. Yeah, let us know if you have any any"
  },
  {
    "startMs": 880230,
    "text": "Yeah, let us know if you have any any"
  },
  {
    "startMs": 880240,
    "text": "Yeah, let us know if you have any any trouble setting up."
  },
  {
    "startMs": 884000,
    "text": "Also, if anyone sings, it would be a"
  },
  {
    "startMs": 885990,
    "text": "Also, if anyone sings, it would be a"
  },
  {
    "startMs": 886000,
    "text": "Also, if anyone sings, it would be a good time to"
  },
  {
    "startMs": 887189,
    "text": "good time to"
  },
  {
    "startMs": 887199,
    "text": "good time to karaoke live."
  },
  {
    "startMs": 891360,
    "text": "By the way, you don't need to execute"
  },
  {
    "startMs": 893110,
    "text": "By the way, you don't need to execute"
  },
  {
    "startMs": 893120,
    "text": "By the way, you don't need to execute anything just yet. Just make sure you"
  },
  {
    "startMs": 894790,
    "text": "anything just yet. Just make sure you"
  },
  {
    "startMs": 894800,
    "text": "anything just yet. Just make sure you have the repo in your preferred um setup"
  },
  {
    "startMs": 897829,
    "text": "have the repo in your preferred um setup"
  },
  {
    "startMs": 897839,
    "text": "have the repo in your preferred um setup and then we'll guide you through the the"
  },
  {
    "startMs": 899990,
    "text": "and then we'll guide you through the the"
  },
  {
    "startMs": 900000,
    "text": "and then we'll guide you through the the execution."
  },
  {
    "startMs": 901509,
    "text": "execution."
  },
  {
    "startMs": 901519,
    "text": "execution. Cool. Uh so you just cloned a virus. No,"
  },
  {
    "startMs": 906230,
    "text": "Cool. Uh so you just cloned a virus. No,"
  },
  {
    "startMs": 906240,
    "text": "Cool. Uh so you just cloned a virus. No, just kidding. But a lot of coded stuff"
  },
  {
    "startMs": 909350,
    "text": "just kidding. But a lot of coded stuff"
  },
  {
    "startMs": 909360,
    "text": "just kidding. But a lot of coded stuff in there. The structure does make sense."
  },
  {
    "startMs": 912949,
    "text": "in there. The structure does make sense."
  },
  {
    "startMs": 912959,
    "text": "in there. The structure does make sense. So we have a guide on how we start for"
  },
  {
    "startMs": 915590,
    "text": "So we have a guide on how we start for"
  },
  {
    "startMs": 915600,
    "text": "So we have a guide on how we start for today's workshop. H we have the example"
  },
  {
    "startMs": 918629,
    "text": "today's workshop. H we have the example"
  },
  {
    "startMs": 918639,
    "text": "today's workshop. H we have the example most important thing of the talk today."
  },
  {
    "startMs": 920310,
    "text": "most important thing of the talk today."
  },
  {
    "startMs": 920320,
    "text": "most important thing of the talk today. So helping me figure out my wedding. H"
  },
  {
    "startMs": 923350,
    "text": "So helping me figure out my wedding. H"
  },
  {
    "startMs": 923360,
    "text": "So helping me figure out my wedding. H also the harness itself the thing we"
  },
  {
    "startMs": 925829,
    "text": "also the harness itself the thing we"
  },
  {
    "startMs": 925839,
    "text": "also the harness itself the thing we build to show you how the principles are"
  },
  {
    "startMs": 927670,
    "text": "build to show you how the principles are"
  },
  {
    "startMs": 927680,
    "text": "build to show you how the principles are applied. And then finally there is a"
  },
  {
    "startMs": 930310,
    "text": "applied. And then finally there is a"
  },
  {
    "startMs": 930320,
    "text": "applied. And then finally there is a folder where everything you build that"
  },
  {
    "startMs": 932629,
    "text": "folder where everything you build that"
  },
  {
    "startMs": 932639,
    "text": "folder where everything you build that drifts away from what we're doing is"
  },
  {
    "startMs": 934870,
    "text": "drifts away from what we're doing is"
  },
  {
    "startMs": 934880,
    "text": "drifts away from what we're doing is going to get stored in. So again, it's a"
  },
  {
    "startMs": 937670,
    "text": "going to get stored in. So again, it's a"
  },
  {
    "startMs": 937680,
    "text": "going to get stored in. So again, it's a little bit of a pick your own adventure"
  },
  {
    "startMs": 939750,
    "text": "little bit of a pick your own adventure"
  },
  {
    "startMs": 939760,
    "text": "little bit of a pick your own adventure uh with the added risk that we may not"
  },
  {
    "startMs": 942069,
    "text": "uh with the added risk that we may not"
  },
  {
    "startMs": 942079,
    "text": "uh with the added risk that we may not be able to help you if you get stuck,"
  },
  {
    "startMs": 944470,
    "text": "be able to help you if you get stuck,"
  },
  {
    "startMs": 944480,
    "text": "be able to help you if you get stuck, but you can um and everything you do"
  },
  {
    "startMs": 947430,
    "text": "but you can um and everything you do"
  },
  {
    "startMs": 947440,
    "text": "but you can um and everything you do today, you can take it home and you can"
  },
  {
    "startMs": 949829,
    "text": "today, you can take it home and you can"
  },
  {
    "startMs": 949839,
    "text": "today, you can take it home and you can check what you did and what you like,"
  },
  {
    "startMs": 951430,
    "text": "check what you did and what you like,"
  },
  {
    "startMs": 951440,
    "text": "check what you did and what you like, what you didn't"
  },
  {
    "startMs": 953030,
    "text": "what you didn't"
  },
  {
    "startMs": 953040,
    "text": "what you didn't and particularly I was going to say"
  },
  {
    "startMs": 954470,
    "text": "and particularly I was going to say"
  },
  {
    "startMs": 954480,
    "text": "and particularly I was going to say particularly the harness itself talking"
  },
  {
    "startMs": 956310,
    "text": "particularly the harness itself talking"
  },
  {
    "startMs": 956320,
    "text": "particularly the harness itself talking to to the jokes we were just making"
  },
  {
    "startMs": 957990,
    "text": "to to the jokes we were just making"
  },
  {
    "startMs": 958000,
    "text": "to to the jokes we were just making about like this is as far as this was"
  },
  {
    "startMs": 959509,
    "text": "about like this is as far as this was"
  },
  {
    "startMs": 959519,
    "text": "about like this is as far as this was built. Um again the the principles we're"
  },
  {
    "startMs": 962710,
    "text": "built. Um again the the principles we're"
  },
  {
    "startMs": 962720,
    "text": "built. Um again the the principles we're sharing here the principles that are"
  },
  {
    "startMs": 964230,
    "text": "sharing here the principles that are"
  },
  {
    "startMs": 964240,
    "text": "sharing here the principles that are built here. We were discussing just"
  },
  {
    "startMs": 966069,
    "text": "built here. We were discussing just"
  },
  {
    "startMs": 966079,
    "text": "built here. We were discussing just yesterday is like uh this can feel like"
  },
  {
    "startMs": 969110,
    "text": "yesterday is like uh this can feel like"
  },
  {
    "startMs": 969120,
    "text": "yesterday is like uh this can feel like we are showing you a table to teach you"
  },
  {
    "startMs": 972550,
    "text": "we are showing you a table to teach you"
  },
  {
    "startMs": 972560,
    "text": "we are showing you a table to teach you how to build a table if that makes"
  },
  {
    "startMs": 974310,
    "text": "how to build a table if that makes"
  },
  {
    "startMs": 974320,
    "text": "how to build a table if that makes sense. Uh but we really do we really do"
  },
  {
    "startMs": 976870,
    "text": "sense. Uh but we really do we really do"
  },
  {
    "startMs": 976880,
    "text": "sense. Uh but we really do we really do believe that the again building is not"
  },
  {
    "startMs": 980069,
    "text": "believe that the again building is not"
  },
  {
    "startMs": 980079,
    "text": "believe that the again building is not the hard thing. The hard thing is"
  },
  {
    "startMs": 981829,
    "text": "the hard thing. The hard thing is"
  },
  {
    "startMs": 981839,
    "text": "the hard thing. The hard thing is knowing how we want to approach the"
  },
  {
    "startMs": 983670,
    "text": "knowing how we want to approach the"
  },
  {
    "startMs": 983680,
    "text": "knowing how we want to approach the problem. So that's why we're bringing it"
  },
  {
    "startMs": 985189,
    "text": "problem. So that's why we're bringing it"
  },
  {
    "startMs": 985199,
    "text": "problem. So that's why we're bringing it like this. But we're going to open the"
  },
  {
    "startMs": 987509,
    "text": "like this. But we're going to open the"
  },
  {
    "startMs": 987519,
    "text": "like this. But we're going to open the open the look under the hood a bit. um"
  },
  {
    "startMs": 989990,
    "text": "open the look under the hood a bit. um"
  },
  {
    "startMs": 990000,
    "text": "open the look under the hood a bit. um at times just to show you what's going"
  },
  {
    "startMs": 991829,
    "text": "at times just to show you what's going"
  },
  {
    "startMs": 991839,
    "text": "at times just to show you what's going on um behind the the principles we're"
  },
  {
    "startMs": 994310,
    "text": "on um behind the the principles we're"
  },
  {
    "startMs": 994320,
    "text": "on um behind the the principles we're applying"
  },
  {
    "startMs": 996150,
    "text": "applying"
  },
  {
    "startMs": 996160,
    "text": "applying and pretty much like Filipe was saying"
  },
  {
    "startMs": 999189,
    "text": "and pretty much like Filipe was saying"
  },
  {
    "startMs": 999199,
    "text": "and pretty much like Filipe was saying it can feel akin to saying like hey"
  },
  {
    "startMs": 1003590,
    "text": "it can feel akin to saying like hey"
  },
  {
    "startMs": 1003600,
    "text": "it can feel akin to saying like hey Claude please build me a $1 million"
  },
  {
    "startMs": 1006389,
    "text": "Claude please build me a $1 million"
  },
  {
    "startMs": 1006399,
    "text": "Claude please build me a $1 million company"
  },
  {
    "startMs": 1008870,
    "text": "company"
  },
  {
    "startMs": 1008880,
    "text": "company if you don't know exactly what are the"
  },
  {
    "startMs": 1010629,
    "text": "if you don't know exactly what are the"
  },
  {
    "startMs": 1010639,
    "text": "if you don't know exactly what are the principles and the decisions you're"
  },
  {
    "startMs": 1012069,
    "text": "principles and the decisions you're"
  },
  {
    "startMs": 1012079,
    "text": "principles and the decisions you're making in order to make something happen"
  },
  {
    "startMs": 1014310,
    "text": "making in order to make something happen"
  },
  {
    "startMs": 1014320,
    "text": "making in order to make something happen doesn't matter how many times do you try"
  },
  {
    "startMs": 1016310,
    "text": "doesn't matter how many times do you try"
  },
  {
    "startMs": 1016320,
    "text": "doesn't matter how many times do you try you're likely going to be just leaving"
  },
  {
    "startMs": 1018870,
    "text": "you're likely going to be just leaving"
  },
  {
    "startMs": 1018880,
    "text": "you're likely going to be just leaving yourself up for the randomness of"
  },
  {
    "startMs": 1022150,
    "text": "yourself up for the randomness of"
  },
  {
    "startMs": 1022160,
    "text": "yourself up for the randomness of something good happening by accident."
  },
  {
    "startMs": 1025029,
    "text": "something good happening by accident."
  },
  {
    "startMs": 1025039,
    "text": "something good happening by accident. So we want to anchor the principles"
  },
  {
    "startMs": 1028390,
    "text": "So we want to anchor the principles"
  },
  {
    "startMs": 1028400,
    "text": "So we want to anchor the principles again because they build on top of each"
  },
  {
    "startMs": 1030630,
    "text": "again because they build on top of each"
  },
  {
    "startMs": 1030640,
    "text": "again because they build on top of each other and we think there is a nice"
  },
  {
    "startMs": 1032789,
    "text": "other and we think there is a nice"
  },
  {
    "startMs": 1032799,
    "text": "other and we think there is a nice sequence that kind of makes logical"
  },
  {
    "startMs": 1035189,
    "text": "sequence that kind of makes logical"
  },
  {
    "startMs": 1035199,
    "text": "sequence that kind of makes logical sense. So building that shared domain"
  },
  {
    "startMs": 1038230,
    "text": "sense. So building that shared domain"
  },
  {
    "startMs": 1038240,
    "text": "sense. So building that shared domain plan mode however you want to call it"
  },
  {
    "startMs": 1040630,
    "text": "plan mode however you want to call it"
  },
  {
    "startMs": 1040640,
    "text": "plan mode however you want to call it then setting up consistency making sure"
  },
  {
    "startMs": 1043110,
    "text": "then setting up consistency making sure"
  },
  {
    "startMs": 1043120,
    "text": "then setting up consistency making sure that whatever can run or should run"
  },
  {
    "startMs": 1045029,
    "text": "that whatever can run or should run"
  },
  {
    "startMs": 1045039,
    "text": "that whatever can run or should run reliably does. Then having the evidence"
  },
  {
    "startMs": 1047990,
    "text": "reliably does. Then having the evidence"
  },
  {
    "startMs": 1048000,
    "text": "reliably does. Then having the evidence to back up where the decisions are"
  },
  {
    "startMs": 1050950,
    "text": "to back up where the decisions are"
  },
  {
    "startMs": 1050960,
    "text": "to back up where the decisions are coming from, what information is coming"
  },
  {
    "startMs": 1052630,
    "text": "coming from, what information is coming"
  },
  {
    "startMs": 1052640,
    "text": "coming from, what information is coming through, if things are being tested and"
  },
  {
    "startMs": 1054230,
    "text": "through, if things are being tested and"
  },
  {
    "startMs": 1054240,
    "text": "through, if things are being tested and so on and putting that front and center."
  },
  {
    "startMs": 1057350,
    "text": "so on and putting that front and center."
  },
  {
    "startMs": 1057360,
    "text": "so on and putting that front and center. Then the accountability, how do you keep"
  },
  {
    "startMs": 1060310,
    "text": "Then the accountability, how do you keep"
  },
  {
    "startMs": 1060320,
    "text": "Then the accountability, how do you keep a good enough grasp of what the machine"
  },
  {
    "startMs": 1064070,
    "text": "a good enough grasp of what the machine"
  },
  {
    "startMs": 1064080,
    "text": "a good enough grasp of what the machine is doing? You don't want to go full"
  },
  {
    "startMs": 1066150,
    "text": "is doing? You don't want to go full"
  },
  {
    "startMs": 1066160,
    "text": "is doing? You don't want to go full blackbox mode because then your"
  },
  {
    "startMs": 1068150,
    "text": "blackbox mode because then your"
  },
  {
    "startMs": 1068160,
    "text": "blackbox mode because then your accountability is gone. And that has"
  },
  {
    "startMs": 1069909,
    "text": "accountability is gone. And that has"
  },
  {
    "startMs": 1069919,
    "text": "accountability is gone. And that has happened to many of us in this room, I'm"
  },
  {
    "startMs": 1071430,
    "text": "happened to many of us in this room, I'm"
  },
  {
    "startMs": 1071440,
    "text": "happened to many of us in this room, I'm sure."
  },
  {
    "startMs": 1072950,
    "text": "sure."
  },
  {
    "startMs": 1072960,
    "text": "sure. But the other side is also not very"
  },
  {
    "startMs": 1075990,
    "text": "But the other side is also not very"
  },
  {
    "startMs": 1076000,
    "text": "But the other side is also not very realistic where oh for every change you"
  },
  {
    "startMs": 1078310,
    "text": "realistic where oh for every change you"
  },
  {
    "startMs": 1078320,
    "text": "realistic where oh for every change you make send me the diff. I'm going to"
  },
  {
    "startMs": 1080710,
    "text": "make send me the diff. I'm going to"
  },
  {
    "startMs": 1080720,
    "text": "make send me the diff. I'm going to review it line by line for sure. Nobody"
  },
  {
    "startMs": 1083590,
    "text": "review it line by line for sure. Nobody"
  },
  {
    "startMs": 1083600,
    "text": "review it line by line for sure. Nobody has done that ever. Uh and then finally"
  },
  {
    "startMs": 1085990,
    "text": "has done that ever. Uh and then finally"
  },
  {
    "startMs": 1086000,
    "text": "has done that ever. Uh and then finally verification. So in data and in finance"
  },
  {
    "startMs": 1090390,
    "text": "verification. So in data and in finance"
  },
  {
    "startMs": 1090400,
    "text": "verification. So in data and in finance erh you often need to have a separate"
  },
  {
    "startMs": 1092950,
    "text": "erh you often need to have a separate"
  },
  {
    "startMs": 1092960,
    "text": "erh you often need to have a separate point of reference a counterfactual that"
  },
  {
    "startMs": 1095190,
    "text": "point of reference a counterfactual that"
  },
  {
    "startMs": 1095200,
    "text": "point of reference a counterfactual that you can check against. H and ignoring"
  },
  {
    "startMs": 1097909,
    "text": "you can check against. H and ignoring"
  },
  {
    "startMs": 1097919,
    "text": "you can check against. H and ignoring that part of the equation just leads to"
  },
  {
    "startMs": 1100070,
    "text": "that part of the equation just leads to"
  },
  {
    "startMs": 1100080,
    "text": "that part of the equation just leads to you running things on your own biases."
  },
  {
    "startMs": 1102870,
    "text": "you running things on your own biases."
  },
  {
    "startMs": 1102880,
    "text": "you running things on your own biases. So your results are always going to be"
  },
  {
    "startMs": 1104549,
    "text": "So your results are always going to be"
  },
  {
    "startMs": 1104559,
    "text": "So your results are always going to be skewed. There's some short-sightedness"
  },
  {
    "startMs": 1106630,
    "text": "skewed. There's some short-sightedness"
  },
  {
    "startMs": 1106640,
    "text": "skewed. There's some short-sightedness that plays into that. So these"
  },
  {
    "startMs": 1108549,
    "text": "that plays into that. So these"
  },
  {
    "startMs": 1108559,
    "text": "that plays into that. So these principles are just to try to"
  },
  {
    "startMs": 1111909,
    "text": "principles are just to try to"
  },
  {
    "startMs": 1111919,
    "text": "principles are just to try to funnel our efforts into where is most"
  },
  {
    "startMs": 1114230,
    "text": "funnel our efforts into where is most"
  },
  {
    "startMs": 1114240,
    "text": "funnel our efforts into where is most useful to get something that we can"
  },
  {
    "startMs": 1115990,
    "text": "useful to get something that we can"
  },
  {
    "startMs": 1116000,
    "text": "useful to get something that we can actually trust."
  },
  {
    "startMs": 1118070,
    "text": "actually trust."
  },
  {
    "startMs": 1118080,
    "text": "actually trust. Um"
  },
  {
    "startMs": 1119990,
    "text": "Um"
  },
  {
    "startMs": 1120000,
    "text": "Um heads up again something will break"
  },
  {
    "startMs": 1122230,
    "text": "heads up again something will break"
  },
  {
    "startMs": 1122240,
    "text": "heads up again something will break today surely. Just call us to you. we"
  },
  {
    "startMs": 1124950,
    "text": "today surely. Just call us to you. we"
  },
  {
    "startMs": 1124960,
    "text": "today surely. Just call us to you. we will try to fix it with you. Uh some of"
  },
  {
    "startMs": 1127510,
    "text": "will try to fix it with you. Uh some of"
  },
  {
    "startMs": 1127520,
    "text": "will try to fix it with you. Uh some of it is also overengineered. This is not a"
  },
  {
    "startMs": 1130310,
    "text": "it is also overengineered. This is not a"
  },
  {
    "startMs": 1130320,
    "text": "it is also overengineered. This is not a session on good UI UX design. Okay. So"
  },
  {
    "startMs": 1134870,
    "text": "session on good UI UX design. Okay. So"
  },
  {
    "startMs": 1134880,
    "text": "session on good UI UX design. Okay. So this is just to show you how it could"
  },
  {
    "startMs": 1136870,
    "text": "this is just to show you how it could"
  },
  {
    "startMs": 1136880,
    "text": "this is just to show you how it could feel, show you the potential. Uh by no"
  },
  {
    "startMs": 1139669,
    "text": "feel, show you the potential. Uh by no"
  },
  {
    "startMs": 1139679,
    "text": "feel, show you the potential. Uh by no means we're building a product"
  },
  {
    "startMs": 1143029,
    "text": "means we're building a product"
  },
  {
    "startMs": 1143039,
    "text": "means we're building a product and yeah just raise your hand."
  },
  {
    "startMs": 1144950,
    "text": "and yeah just raise your hand."
  },
  {
    "startMs": 1144960,
    "text": "and yeah just raise your hand. Something's not working out. You're a"
  },
  {
    "startMs": 1146710,
    "text": "Something's not working out. You're a"
  },
  {
    "startMs": 1146720,
    "text": "Something's not working out. You're a little bit confused. Raise your hand and"
  },
  {
    "startMs": 1147990,
    "text": "little bit confused. Raise your hand and"
  },
  {
    "startMs": 1148000,
    "text": "little bit confused. Raise your hand and we're going to float around the room."
  },
  {
    "startMs": 1150470,
    "text": "we're going to float around the room."
  },
  {
    "startMs": 1150480,
    "text": "we're going to float around the room. Um,"
  },
  {
    "startMs": 1152470,
    "text": "Um,"
  },
  {
    "startMs": 1152480,
    "text": "Um, so you may want to check if this works,"
  },
  {
    "startMs": 1155190,
    "text": "so you may want to check if this works,"
  },
  {
    "startMs": 1155200,
    "text": "so you may want to check if this works, try and run that command."
  },
  {
    "startMs": 1162080,
    "text": "Yeah. And I think at this point we can"
  },
  {
    "startMs": 1164390,
    "text": "Yeah. And I think at this point we can"
  },
  {
    "startMs": 1164400,
    "text": "Yeah. And I think at this point we can just go around if things are not working"
  },
  {
    "startMs": 1166150,
    "text": "just go around if things are not working"
  },
  {
    "startMs": 1166160,
    "text": "just go around if things are not working for anyone and give everyone five"
  },
  {
    "startMs": 1167990,
    "text": "for anyone and give everyone five"
  },
  {
    "startMs": 1168000,
    "text": "for anyone and give everyone five minutes to get going with this bit. You"
  },
  {
    "startMs": 1171350,
    "text": "minutes to get going with this bit. You"
  },
  {
    "startMs": 1171360,
    "text": "minutes to get going with this bit. You should see the UI opening if everything"
  },
  {
    "startMs": 1173750,
    "text": "should see the UI opening if everything"
  },
  {
    "startMs": 1173760,
    "text": "should see the UI opening if everything goes successful with the setup works"
  },
  {
    "startMs": 1175990,
    "text": "goes successful with the setup works"
  },
  {
    "startMs": 1176000,
    "text": "goes successful with the setup works success in the terminal as well."
  },
  {
    "startMs": 1183280,
    "text": "Cool. And that second command there will"
  },
  {
    "startMs": 1185909,
    "text": "Cool. And that second command there will"
  },
  {
    "startMs": 1185919,
    "text": "Cool. And that second command there will open"
  },
  {
    "startMs": 1187510,
    "text": "open"
  },
  {
    "startMs": 1187520,
    "text": "open a very well-designed UI"
  },
  {
    "startMs": 1190310,
    "text": "a very well-designed UI"
  },
  {
    "startMs": 1190320,
    "text": "a very well-designed UI for you to do some stuff. Here is the"
  },
  {
    "startMs": 1192310,
    "text": "for you to do some stuff. Here is the"
  },
  {
    "startMs": 1192320,
    "text": "for you to do some stuff. Here is the example we're going to show you because"
  },
  {
    "startMs": 1194390,
    "text": "example we're going to show you because"
  },
  {
    "startMs": 1194400,
    "text": "example we're going to show you because this is kind of like layered, you know,"
  },
  {
    "startMs": 1196710,
    "text": "this is kind of like layered, you know,"
  },
  {
    "startMs": 1196720,
    "text": "this is kind of like layered, you know, like an onion or an ogre. H we're going"
  },
  {
    "startMs": 1199909,
    "text": "like an onion or an ogre. H we're going"
  },
  {
    "startMs": 1199919,
    "text": "like an onion or an ogre. H we're going to show you an example hardness being"
  },
  {
    "startMs": 1202310,
    "text": "to show you an example hardness being"
  },
  {
    "startMs": 1202320,
    "text": "to show you an example hardness being run on an example use case. Um, if you"
  },
  {
    "startMs": 1206070,
    "text": "run on an example use case. Um, if you"
  },
  {
    "startMs": 1206080,
    "text": "run on an example use case. Um, if you want to run that command at the bottom,"
  },
  {
    "startMs": 1207430,
    "text": "want to run that command at the bottom,"
  },
  {
    "startMs": 1207440,
    "text": "want to run that command at the bottom, you will see kind of like a more fleshed"
  },
  {
    "startMs": 1209110,
    "text": "you will see kind of like a more fleshed"
  },
  {
    "startMs": 1209120,
    "text": "you will see kind of like a more fleshed out example. But if you stay on the just"
  },
  {
    "startMs": 1212950,
    "text": "out example. But if you stay on the just"
  },
  {
    "startMs": 1212960,
    "text": "out example. But if you stay on the just running the second thing and just use"
  },
  {
    "startMs": 1214470,
    "text": "running the second thing and just use"
  },
  {
    "startMs": 1214480,
    "text": "running the second thing and just use the UI, h it may feel weird that I'm"
  },
  {
    "startMs": 1217110,
    "text": "the UI, h it may feel weird that I'm"
  },
  {
    "startMs": 1217120,
    "text": "the UI, h it may feel weird that I'm asking you to use an UI to see how a"
  },
  {
    "startMs": 1219909,
    "text": "asking you to use an UI to see how a"
  },
  {
    "startMs": 1219919,
    "text": "asking you to use an UI to see how a hardness behaves. But that's the point."
  },
  {
    "startMs": 1222390,
    "text": "hardness behaves. But that's the point."
  },
  {
    "startMs": 1222400,
    "text": "hardness behaves. But that's the point. The point is to show you how it feels in"
  },
  {
    "startMs": 1224710,
    "text": "The point is to show you how it feels in"
  },
  {
    "startMs": 1224720,
    "text": "The point is to show you how it feels in should feel in the real world. Um,"
  },
  {
    "startMs": 1228310,
    "text": "should feel in the real world. Um,"
  },
  {
    "startMs": 1228320,
    "text": "should feel in the real world. Um, should I leave it here for a moment?"
  },
  {
    "startMs": 1229590,
    "text": "should I leave it here for a moment?"
  },
  {
    "startMs": 1229600,
    "text": "should I leave it here for a moment? Yeah, I think so."
  },
  {
    "startMs": 1230310,
    "text": "Yeah, I think so."
  },
  {
    "startMs": 1230320,
    "text": "Yeah, I think so. Yeah. Okay. Okay. I hear less typing."
  },
  {
    "startMs": 1233270,
    "text": "Yeah. Okay. Okay. I hear less typing."
  },
  {
    "startMs": 1233280,
    "text": "Yeah. Okay. Okay. I hear less typing. I'm going to assume you've typed"
  },
  {
    "startMs": 1235430,
    "text": "I'm going to assume you've typed"
  },
  {
    "startMs": 1235440,
    "text": "I'm going to assume you've typed whichever command you wanted to type."
  },
  {
    "startMs": 1238870,
    "text": "whichever command you wanted to type."
  },
  {
    "startMs": 1238880,
    "text": "whichever command you wanted to type. So let's go through the actual steps and"
  },
  {
    "startMs": 1241350,
    "text": "So let's go through the actual steps and"
  },
  {
    "startMs": 1241360,
    "text": "So let's go through the actual steps and the principles of the hardness and the"
  },
  {
    "startMs": 1243830,
    "text": "the principles of the hardness and the"
  },
  {
    "startMs": 1243840,
    "text": "the principles of the hardness and the share domain is the first one. Can I see"
  },
  {
    "startMs": 1246630,
    "text": "share domain is the first one. Can I see"
  },
  {
    "startMs": 1246640,
    "text": "share domain is the first one. Can I see little show of hands of who opened the"
  },
  {
    "startMs": 1248789,
    "text": "little show of hands of who opened the"
  },
  {
    "startMs": 1248799,
    "text": "little show of hands of who opened the UI and hasn't done anything else with"
  },
  {
    "startMs": 1250870,
    "text": "UI and hasn't done anything else with"
  },
  {
    "startMs": 1250880,
    "text": "UI and hasn't done anything else with it."
  },
  {
    "startMs": 1253510,
    "text": "it."
  },
  {
    "startMs": 1253520,
    "text": "it. Cool, cool, cool, cool, cool. All right."
  },
  {
    "startMs": 1255510,
    "text": "Cool, cool, cool, cool, cool. All right."
  },
  {
    "startMs": 1255520,
    "text": "Cool, cool, cool, cool, cool. All right. So um long story short, you have a chat"
  },
  {
    "startMs": 1258310,
    "text": "So um long story short, you have a chat"
  },
  {
    "startMs": 1258320,
    "text": "So um long story short, you have a chat window on your uh right right hand side"
  },
  {
    "startMs": 1261110,
    "text": "window on your uh right right hand side"
  },
  {
    "startMs": 1261120,
    "text": "window on your uh right right hand side and it has nothing essentially. Uh if"
  },
  {
    "startMs": 1264310,
    "text": "and it has nothing essentially. Uh if"
  },
  {
    "startMs": 1264320,
    "text": "and it has nothing essentially. Uh if you want to follow through an example of"
  },
  {
    "startMs": 1266470,
    "text": "you want to follow through an example of"
  },
  {
    "startMs": 1266480,
    "text": "you want to follow through an example of a financial worry, some analysis you"
  },
  {
    "startMs": 1268870,
    "text": "a financial worry, some analysis you"
  },
  {
    "startMs": 1268880,
    "text": "a financial worry, some analysis you want to do and that's the place to start"
  },
  {
    "startMs": 1271270,
    "text": "want to do and that's the place to start"
  },
  {
    "startMs": 1271280,
    "text": "want to do and that's the place to start and basically we want to walk from the"
  },
  {
    "startMs": 1273909,
    "text": "and basically we want to walk from the"
  },
  {
    "startMs": 1273919,
    "text": "and basically we want to walk from the goal we want to achieve and just try our"
  },
  {
    "startMs": 1276789,
    "text": "goal we want to achieve and just try our"
  },
  {
    "startMs": 1276799,
    "text": "goal we want to achieve and just try our best to give an explanation. You're"
  },
  {
    "startMs": 1279110,
    "text": "best to give an explanation. You're"
  },
  {
    "startMs": 1279120,
    "text": "best to give an explanation. You're probably doing this daily with your"
  },
  {
    "startMs": 1281029,
    "text": "probably doing this daily with your"
  },
  {
    "startMs": 1281039,
    "text": "probably doing this daily with your agents anyway, but focus on"
  },
  {
    "startMs": 1284710,
    "text": "agents anyway, but focus on"
  },
  {
    "startMs": 1284720,
    "text": "agents anyway, but focus on understanding that you're likely not"
  },
  {
    "startMs": 1286789,
    "text": "understanding that you're likely not"
  },
  {
    "startMs": 1286799,
    "text": "understanding that you're likely not going to have the same context as the"
  },
  {
    "startMs": 1288390,
    "text": "going to have the same context as the"
  },
  {
    "startMs": 1288400,
    "text": "going to have the same context as the agent. Um, wait, can I go back and"
  },
  {
    "startMs": 1291750,
    "text": "agent. Um, wait, can I go back and"
  },
  {
    "startMs": 1291760,
    "text": "agent. Um, wait, can I go back and forward just in case? Okay. Yeah. Demo."
  },
  {
    "startMs": 1294070,
    "text": "forward just in case? Okay. Yeah. Demo."
  },
  {
    "startMs": 1294080,
    "text": "forward just in case? Okay. Yeah. Demo. Um, so I wanted to explain something and"
  },
  {
    "startMs": 1297510,
    "text": "Um, so I wanted to explain something and"
  },
  {
    "startMs": 1297520,
    "text": "Um, so I wanted to explain something and I think most people don't realize"
  },
  {
    "startMs": 1301510,
    "text": "I think most people don't realize"
  },
  {
    "startMs": 1301520,
    "text": "I think most people don't realize the fact that what the model knows is"
  },
  {
    "startMs": 1305990,
    "text": "the fact that what the model knows is"
  },
  {
    "startMs": 1306000,
    "text": "the fact that what the model knows is not necessarily what you think. So"
  },
  {
    "startMs": 1309029,
    "text": "not necessarily what you think. So"
  },
  {
    "startMs": 1309039,
    "text": "not necessarily what you think. So unless you're very rich and you have a"
  },
  {
    "startMs": 1310950,
    "text": "unless you're very rich and you have a"
  },
  {
    "startMs": 1310960,
    "text": "unless you're very rich and you have a lot of models trained for you, h you're"
  },
  {
    "startMs": 1314149,
    "text": "lot of models trained for you, h you're"
  },
  {
    "startMs": 1314159,
    "text": "lot of models trained for you, h you're like likely your definition of certain"
  },
  {
    "startMs": 1316149,
    "text": "like likely your definition of certain"
  },
  {
    "startMs": 1316159,
    "text": "like likely your definition of certain things are not going to be the exact as"
  },
  {
    "startMs": 1318870,
    "text": "things are not going to be the exact as"
  },
  {
    "startMs": 1318880,
    "text": "things are not going to be the exact as what the majority of the population"
  },
  {
    "startMs": 1321510,
    "text": "what the majority of the population"
  },
  {
    "startMs": 1321520,
    "text": "what the majority of the population defines. So if you're looking up for a"
  },
  {
    "startMs": 1323830,
    "text": "defines. So if you're looking up for a"
  },
  {
    "startMs": 1323840,
    "text": "defines. So if you're looking up for a certain term, the agent may the model"
  },
  {
    "startMs": 1326470,
    "text": "certain term, the agent may the model"
  },
  {
    "startMs": 1326480,
    "text": "certain term, the agent may the model may be smart enough to know well this"
  },
  {
    "startMs": 1328390,
    "text": "may be smart enough to know well this"
  },
  {
    "startMs": 1328400,
    "text": "may be smart enough to know well this sits in this space but it's not"
  },
  {
    "startMs": 1331190,
    "text": "sits in this space but it's not"
  },
  {
    "startMs": 1331200,
    "text": "sits in this space but it's not necessarily the thing that you meant. So"
  },
  {
    "startMs": 1333750,
    "text": "necessarily the thing that you meant. So"
  },
  {
    "startMs": 1333760,
    "text": "necessarily the thing that you meant. So going back and forth with your uh model"
  },
  {
    "startMs": 1337110,
    "text": "going back and forth with your uh model"
  },
  {
    "startMs": 1337120,
    "text": "going back and forth with your uh model really makes a difference. And the"
  },
  {
    "startMs": 1338390,
    "text": "really makes a difference. And the"
  },
  {
    "startMs": 1338400,
    "text": "really makes a difference. And the hardness is supposed to encourage you if"
  },
  {
    "startMs": 1340549,
    "text": "hardness is supposed to encourage you if"
  },
  {
    "startMs": 1340559,
    "text": "hardness is supposed to encourage you if you're trying it out yourself to dig"
  },
  {
    "startMs": 1342710,
    "text": "you're trying it out yourself to dig"
  },
  {
    "startMs": 1342720,
    "text": "you're trying it out yourself to dig deeper to challenge some of your"
  },
  {
    "startMs": 1344630,
    "text": "deeper to challenge some of your"
  },
  {
    "startMs": 1344640,
    "text": "deeper to challenge some of your assumptions to ask you questions you may"
  },
  {
    "startMs": 1347029,
    "text": "assumptions to ask you questions you may"
  },
  {
    "startMs": 1347039,
    "text": "assumptions to ask you questions you may not knew you needed to to ask yourself."
  },
  {
    "startMs": 1350789,
    "text": "not knew you needed to to ask yourself."
  },
  {
    "startMs": 1350799,
    "text": "not knew you needed to to ask yourself. So if you want to do Yeah."
  },
  {
    "startMs": 1357679,
    "text": "So let me do the same thing that you"
  },
  {
    "startMs": 1361110,
    "text": "So let me do the same thing that you"
  },
  {
    "startMs": 1361120,
    "text": "So let me do the same thing that you folks are doing, but I'm going to do"
  },
  {
    "startMs": 1365270,
    "text": "folks are doing, but I'm going to do"
  },
  {
    "startMs": 1365280,
    "text": "folks are doing, but I'm going to do harness example."
  },
  {
    "startMs": 1373120,
    "text": "Let me go back here for a second."
  },
  {
    "startMs": 1377190,
    "text": "Let me go back here for a second."
  },
  {
    "startMs": 1377200,
    "text": "Let me go back here for a second. Just make sure I have everything"
  },
  {
    "startMs": 1395919,
    "text": "Is anyone completely lost or"
  },
  {
    "startMs": 1399590,
    "text": "Is anyone completely lost or"
  },
  {
    "startMs": 1399600,
    "text": "Is anyone completely lost or are good? Okay, maybe could you give him"
  },
  {
    "startMs": 1402470,
    "text": "are good? Okay, maybe could you give him"
  },
  {
    "startMs": 1402480,
    "text": "are good? Okay, maybe could you give him a hand"
  },
  {
    "startMs": 1403590,
    "text": "a hand"
  },
  {
    "startMs": 1403600,
    "text": "a hand while I I I run everything. And for the"
  },
  {
    "startMs": 1406789,
    "text": "while I I I run everything. And for the"
  },
  {
    "startMs": 1406799,
    "text": "while I I I run everything. And for the folks that arrived later, I will give"
  },
  {
    "startMs": 1410470,
    "text": "folks that arrived later, I will give"
  },
  {
    "startMs": 1410480,
    "text": "folks that arrived later, I will give you the QR code as well"
  },
  {
    "startMs": 1414470,
    "text": "you the QR code as well"
  },
  {
    "startMs": 1414480,
    "text": "you the QR code as well for the"
  },
  {
    "startMs": 1417919,
    "text": "so if anyone lost that you can you can"
  },
  {
    "startMs": 1420710,
    "text": "so if anyone lost that you can you can"
  },
  {
    "startMs": 1420720,
    "text": "so if anyone lost that you can you can pick it up again."
  },
  {
    "startMs": 1423590,
    "text": "pick it up again."
  },
  {
    "startMs": 1423600,
    "text": "pick it up again. Okay. Um let me show you two things"
  },
  {
    "startMs": 1426149,
    "text": "Okay. Um let me show you two things"
  },
  {
    "startMs": 1426159,
    "text": "Okay. Um let me show you two things while I while we we let you go with it."
  },
  {
    "startMs": 1429029,
    "text": "while I while we we let you go with it."
  },
  {
    "startMs": 1429039,
    "text": "while I while we we let you go with it. So this is what you should be seeing"
  },
  {
    "startMs": 1431350,
    "text": "So this is what you should be seeing"
  },
  {
    "startMs": 1431360,
    "text": "So this is what you should be seeing when you run with a wedding example,"
  },
  {
    "startMs": 1434390,
    "text": "when you run with a wedding example,"
  },
  {
    "startMs": 1434400,
    "text": "when you run with a wedding example, right? Um we're we're going to explain"
  },
  {
    "startMs": 1437270,
    "text": "right? Um we're we're going to explain"
  },
  {
    "startMs": 1437280,
    "text": "right? Um we're we're going to explain in a bit um what's going on here. If you"
  },
  {
    "startMs": 1440390,
    "text": "in a bit um what's going on here. If you"
  },
  {
    "startMs": 1440400,
    "text": "in a bit um what's going on here. If you are choosing just to show you as well,"
  },
  {
    "startMs": 1442310,
    "text": "are choosing just to show you as well,"
  },
  {
    "startMs": 1442320,
    "text": "are choosing just to show you as well, if you are choosing to uh pick your own"
  },
  {
    "startMs": 1445750,
    "text": "if you are choosing to uh pick your own"
  },
  {
    "startMs": 1445760,
    "text": "if you are choosing to uh pick your own pick your own direction, um you're going"
  },
  {
    "startMs": 1448230,
    "text": "pick your own direction, um you're going"
  },
  {
    "startMs": 1448240,
    "text": "pick your own direction, um you're going to see something"
  },
  {
    "startMs": 1451110,
    "text": "to see something"
  },
  {
    "startMs": 1451120,
    "text": "to see something like this where it's empty. And then"
  },
  {
    "startMs": 1454390,
    "text": "like this where it's empty. And then"
  },
  {
    "startMs": 1454400,
    "text": "like this where it's empty. And then what you can do is"
  },
  {
    "startMs": 1456950,
    "text": "what you can do is"
  },
  {
    "startMs": 1456960,
    "text": "what you can do is as Francesa is going to run through the"
  },
  {
    "startMs": 1459269,
    "text": "as Francesa is going to run through the"
  },
  {
    "startMs": 1459279,
    "text": "as Francesa is going to run through the wedding example, you can say something"
  },
  {
    "startMs": 1460870,
    "text": "wedding example, you can say something"
  },
  {
    "startMs": 1460880,
    "text": "wedding example, you can say something you want to to use a harness for as"
  },
  {
    "startMs": 1462950,
    "text": "you want to to use a harness for as"
  },
  {
    "startMs": 1462960,
    "text": "you want to to use a harness for as well. So things like I don't know plan"
  },
  {
    "startMs": 1464630,
    "text": "well. So things like I don't know plan"
  },
  {
    "startMs": 1464640,
    "text": "well. So things like I don't know plan your own wedding, plan a trip, um plan a"
  },
  {
    "startMs": 1467269,
    "text": "your own wedding, plan a trip, um plan a"
  },
  {
    "startMs": 1467279,
    "text": "your own wedding, plan a trip, um plan a new investment in your company or in"
  },
  {
    "startMs": 1469990,
    "text": "new investment in your company or in"
  },
  {
    "startMs": 1470000,
    "text": "new investment in your company or in your personal life, doesn't matter. Um"
  },
  {
    "startMs": 1471990,
    "text": "your personal life, doesn't matter. Um"
  },
  {
    "startMs": 1472000,
    "text": "your personal life, doesn't matter. Um anything that relates to financial the"
  },
  {
    "startMs": 1475110,
    "text": "anything that relates to financial the"
  },
  {
    "startMs": 1475120,
    "text": "anything that relates to financial the financial life that we can um implement"
  },
  {
    "startMs": 1477110,
    "text": "financial life that we can um implement"
  },
  {
    "startMs": 1477120,
    "text": "financial life that we can um implement the same principles. If you ever need uh"
  },
  {
    "startMs": 1480149,
    "text": "the same principles. If you ever need uh"
  },
  {
    "startMs": 1480159,
    "text": "the same principles. If you ever need uh again just opening the hood a bit. If"
  },
  {
    "startMs": 1482149,
    "text": "again just opening the hood a bit. If"
  },
  {
    "startMs": 1482159,
    "text": "again just opening the hood a bit. If you ever need to switch between one and"
  },
  {
    "startMs": 1484630,
    "text": "you ever need to switch between one and"
  },
  {
    "startMs": 1484640,
    "text": "you ever need to switch between one and another like the the wedding example or"
  },
  {
    "startMs": 1487029,
    "text": "another like the the wedding example or"
  },
  {
    "startMs": 1487039,
    "text": "another like the the wedding example or your own um you can just delete the in"
  },
  {
    "startMs": 1490149,
    "text": "your own um you can just delete the in"
  },
  {
    "startMs": 1490159,
    "text": "your own um you can just delete the in the my and var folder you're going to"
  },
  {
    "startMs": 1493430,
    "text": "the my and var folder you're going to"
  },
  {
    "startMs": 1493440,
    "text": "the my and var folder you're going to have a database that's basically what's"
  },
  {
    "startMs": 1495190,
    "text": "have a database that's basically what's"
  },
  {
    "startMs": 1495200,
    "text": "have a database that's basically what's storing this. So you can just delete it."
  },
  {
    "startMs": 1499669,
    "text": "storing this. So you can just delete it."
  },
  {
    "startMs": 1499679,
    "text": "storing this. So you can just delete it. Oops."
  },
  {
    "startMs": 1503360,
    "text": "And then once you open the the UI again"
  },
  {
    "startMs": 1506549,
    "text": "And then once you open the the UI again"
  },
  {
    "startMs": 1506559,
    "text": "And then once you open the the UI again with the previous command, you're going"
  },
  {
    "startMs": 1509110,
    "text": "with the previous command, you're going"
  },
  {
    "startMs": 1509120,
    "text": "with the previous command, you're going to get the example."
  },
  {
    "startMs": 1509990,
    "text": "to get the example."
  },
  {
    "startMs": 1510000,
    "text": "to get the example. Do you want to open the clean one?"
  },
  {
    "startMs": 1511990,
    "text": "Do you want to open the clean one?"
  },
  {
    "startMs": 1512000,
    "text": "Do you want to open the clean one? Yes, I can. Sure."
  },
  {
    "startMs": 1513190,
    "text": "Yes, I can. Sure."
  },
  {
    "startMs": 1513200,
    "text": "Yes, I can. Sure. Yeah. So, appreciating that you're"
  },
  {
    "startMs": 1515510,
    "text": "Yeah. So, appreciating that you're"
  },
  {
    "startMs": 1515520,
    "text": "Yeah. So, appreciating that you're literally you're literally being given"
  },
  {
    "startMs": 1518149,
    "text": "literally you're literally being given"
  },
  {
    "startMs": 1518159,
    "text": "literally you're literally being given uh a blank canvas. We want to"
  },
  {
    "startMs": 1520390,
    "text": "uh a blank canvas. We want to"
  },
  {
    "startMs": 1520400,
    "text": "uh a blank canvas. We want to disambiguate a little bit. So, if you"
  },
  {
    "startMs": 1523110,
    "text": "disambiguate a little bit. So, if you"
  },
  {
    "startMs": 1523120,
    "text": "disambiguate a little bit. So, if you open the wedding example, that's a work"
  },
  {
    "startMs": 1525350,
    "text": "open the wedding example, that's a work"
  },
  {
    "startMs": 1525360,
    "text": "open the wedding example, that's a work through example that has all the"
  },
  {
    "startMs": 1526630,
    "text": "through example that has all the"
  },
  {
    "startMs": 1526640,
    "text": "through example that has all the elements. But let's say this is where"
  },
  {
    "startMs": 1529269,
    "text": "elements. But let's say this is where"
  },
  {
    "startMs": 1529279,
    "text": "elements. But let's say this is where we're starting, right? And I have a"
  },
  {
    "startMs": 1531430,
    "text": "we're starting, right? And I have a"
  },
  {
    "startMs": 1531440,
    "text": "we're starting, right? And I have a problem. Do you have a dictation thing"
  },
  {
    "startMs": 1533510,
    "text": "problem. Do you have a dictation thing"
  },
  {
    "startMs": 1533520,
    "text": "problem. Do you have a dictation thing there?"
  },
  {
    "startMs": 1533990,
    "text": "there?"
  },
  {
    "startMs": 1534000,
    "text": "there? Um, I do. Um,"
  },
  {
    "startMs": 1536149,
    "text": "Um, I do. Um,"
  },
  {
    "startMs": 1536159,
    "text": "Um, I do. Um, okay."
  },
  {
    "startMs": 1537669,
    "text": "okay."
  },
  {
    "startMs": 1537679,
    "text": "okay. Let's see if this is working. Wait a"
  },
  {
    "startMs": 1539110,
    "text": "Let's see if this is working. Wait a"
  },
  {
    "startMs": 1539120,
    "text": "Let's see if this is working. Wait a second."
  },
  {
    "startMs": 1540789,
    "text": "second."
  },
  {
    "startMs": 1540799,
    "text": "second. So, basically on that like chat window"
  },
  {
    "startMs": 1543669,
    "text": "So, basically on that like chat window"
  },
  {
    "startMs": 1543679,
    "text": "So, basically on that like chat window on the uh right hand side, you are it's"
  },
  {
    "startMs": 1548310,
    "text": "on the uh right hand side, you are it's"
  },
  {
    "startMs": 1548320,
    "text": "on the uh right hand side, you are it's a familiar interface, right? So, how"
  },
  {
    "startMs": 1549990,
    "text": "a familiar interface, right? So, how"
  },
  {
    "startMs": 1550000,
    "text": "a familiar interface, right? So, how would you go about getting some help"
  },
  {
    "startMs": 1551830,
    "text": "would you go about getting some help"
  },
  {
    "startMs": 1551840,
    "text": "would you go about getting some help from an AI agent for whatever specific"
  },
  {
    "startMs": 1554390,
    "text": "from an AI agent for whatever specific"
  },
  {
    "startMs": 1554400,
    "text": "from an AI agent for whatever specific problem? Just start with a chat. You"
  },
  {
    "startMs": 1555909,
    "text": "problem? Just start with a chat. You"
  },
  {
    "startMs": 1555919,
    "text": "problem? Just start with a chat. You start with a a problem and you start to"
  },
  {
    "startMs": 1557830,
    "text": "start with a a problem and you start to"
  },
  {
    "startMs": 1557840,
    "text": "start with a a problem and you start to describe what you want to achieve. So,"
  },
  {
    "startMs": 1560549,
    "text": "describe what you want to achieve. So,"
  },
  {
    "startMs": 1560559,
    "text": "describe what you want to achieve. So, if I were to do it, I'll say"
  },
  {
    "startMs": 1564230,
    "text": "if I were to do it, I'll say"
  },
  {
    "startMs": 1564240,
    "text": "if I were to do it, I'll say I have a wedding and I need to make"
  },
  {
    "startMs": 1568070,
    "text": "I have a wedding and I need to make"
  },
  {
    "startMs": 1568080,
    "text": "I have a wedding and I need to make three payments. One for $6,000, another"
  },
  {
    "startMs": 1571430,
    "text": "three payments. One for $6,000, another"
  },
  {
    "startMs": 1571440,
    "text": "three payments. One for $6,000, another one for an unknown amount, uh, and"
  },
  {
    "startMs": 1574630,
    "text": "one for an unknown amount, uh, and"
  },
  {
    "startMs": 1574640,
    "text": "one for an unknown amount, uh, and another one for the rest of the money."
  },
  {
    "startMs": 1576950,
    "text": "another one for the rest of the money."
  },
  {
    "startMs": 1576960,
    "text": "another one for the rest of the money. And also, uh, some of my costs are"
  },
  {
    "startMs": 1580470,
    "text": "And also, uh, some of my costs are"
  },
  {
    "startMs": 1580480,
    "text": "And also, uh, some of my costs are fixed. I know what I'm going to spend on"
  },
  {
    "startMs": 1583110,
    "text": "fixed. I know what I'm going to spend on"
  },
  {
    "startMs": 1583120,
    "text": "fixed. I know what I'm going to spend on a DJ and"
  },
  {
    "startMs": 1586149,
    "text": "a DJ and"
  },
  {
    "startMs": 1586159,
    "text": "a DJ and I don't know decorations, but I don't"
  },
  {
    "startMs": 1588310,
    "text": "I don't know decorations, but I don't"
  },
  {
    "startMs": 1588320,
    "text": "I don't know decorations, but I don't know how many people are going to attend"
  },
  {
    "startMs": 1590390,
    "text": "know how many people are going to attend"
  },
  {
    "startMs": 1590400,
    "text": "know how many people are going to attend the wedding. And that's the amount of"
  },
  {
    "startMs": 1592390,
    "text": "the wedding. And that's the amount of"
  },
  {
    "startMs": 1592400,
    "text": "the wedding. And that's the amount of money I'm going to pay per h per dinner"
  },
  {
    "startMs": 1595350,
    "text": "money I'm going to pay per h per dinner"
  },
  {
    "startMs": 1595360,
    "text": "money I'm going to pay per h per dinner per seat. So, I don't even know how to"
  },
  {
    "startMs": 1597830,
    "text": "per seat. So, I don't even know how to"
  },
  {
    "startMs": 1597840,
    "text": "per seat. So, I don't even know how to go about making sure that I can pay in"
  },
  {
    "startMs": 1599510,
    "text": "go about making sure that I can pay in"
  },
  {
    "startMs": 1599520,
    "text": "go about making sure that I can pay in time"
  },
  {
    "startMs": 1601669,
    "text": "time"
  },
  {
    "startMs": 1601679,
    "text": "time in time. On time, on time on time. Um,"
  },
  {
    "startMs": 1604630,
    "text": "in time. On time, on time on time. Um,"
  },
  {
    "startMs": 1604640,
    "text": "in time. On time, on time on time. Um, I'll say let me just cut the first bit."
  },
  {
    "startMs": 1608390,
    "text": "I'll say let me just cut the first bit."
  },
  {
    "startMs": 1608400,
    "text": "I'll say let me just cut the first bit. Cool."
  },
  {
    "startMs": 1609990,
    "text": "Cool."
  },
  {
    "startMs": 1610000,
    "text": "Cool. So if you want to run it for a problem"
  },
  {
    "startMs": 1612310,
    "text": "So if you want to run it for a problem"
  },
  {
    "startMs": 1612320,
    "text": "So if you want to run it for a problem that you actually care a little bit more"
  },
  {
    "startMs": 1614230,
    "text": "that you actually care a little bit more"
  },
  {
    "startMs": 1614240,
    "text": "that you actually care a little bit more about uh"
  },
  {
    "startMs": 1616549,
    "text": "about uh"
  },
  {
    "startMs": 1616559,
    "text": "about uh you will start there and all I'm doing"
  },
  {
    "startMs": 1618870,
    "text": "you will start there and all I'm doing"
  },
  {
    "startMs": 1618880,
    "text": "you will start there and all I'm doing is planning with the agent."
  },
  {
    "startMs": 1622230,
    "text": "is planning with the agent."
  },
  {
    "startMs": 1622240,
    "text": "is planning with the agent. Most of the harnesses today come with"
  },
  {
    "startMs": 1624870,
    "text": "Most of the harnesses today come with"
  },
  {
    "startMs": 1624880,
    "text": "Most of the harnesses today come with some notion that triages that you're"
  },
  {
    "startMs": 1626630,
    "text": "some notion that triages that you're"
  },
  {
    "startMs": 1626640,
    "text": "some notion that triages that you're trying to plan for a problem and it will"
  },
  {
    "startMs": 1628710,
    "text": "trying to plan for a problem and it will"
  },
  {
    "startMs": 1628720,
    "text": "trying to plan for a problem and it will try to come up with a reasonable idea"
  },
  {
    "startMs": 1630789,
    "text": "try to come up with a reasonable idea"
  },
  {
    "startMs": 1630799,
    "text": "try to come up with a reasonable idea some set of questions to give some more"
  },
  {
    "startMs": 1632549,
    "text": "some set of questions to give some more"
  },
  {
    "startMs": 1632559,
    "text": "some set of questions to give some more clarity. The harness itself is what"
  },
  {
    "startMs": 1635750,
    "text": "clarity. The harness itself is what"
  },
  {
    "startMs": 1635760,
    "text": "clarity. The harness itself is what guides the sort of questions that you"
  },
  {
    "startMs": 1637510,
    "text": "guides the sort of questions that you"
  },
  {
    "startMs": 1637520,
    "text": "guides the sort of questions that you will get asked and the sort of rigor"
  },
  {
    "startMs": 1639909,
    "text": "will get asked and the sort of rigor"
  },
  {
    "startMs": 1639919,
    "text": "will get asked and the sort of rigor that the plan needs to have before"
  },
  {
    "startMs": 1641750,
    "text": "that the plan needs to have before"
  },
  {
    "startMs": 1641760,
    "text": "that the plan needs to have before implementing anything. The idea is that"
  },
  {
    "startMs": 1644630,
    "text": "implementing anything. The idea is that"
  },
  {
    "startMs": 1644640,
    "text": "implementing anything. The idea is that it doesn't go immediately into a yes man"
  },
  {
    "startMs": 1648870,
    "text": "it doesn't go immediately into a yes man"
  },
  {
    "startMs": 1648880,
    "text": "it doesn't go immediately into a yes man mode and just implements whatever crazy"
  },
  {
    "startMs": 1651110,
    "text": "mode and just implements whatever crazy"
  },
  {
    "startMs": 1651120,
    "text": "mode and just implements whatever crazy idea you came up with"
  },
  {
    "startMs": 1653590,
    "text": "idea you came up with"
  },
  {
    "startMs": 1653600,
    "text": "idea you came up with that is very unclear but that helps you"
  },
  {
    "startMs": 1656470,
    "text": "that is very unclear but that helps you"
  },
  {
    "startMs": 1656480,
    "text": "that is very unclear but that helps you drill down and dig into what it needs to"
  },
  {
    "startMs": 1658710,
    "text": "drill down and dig into what it needs to"
  },
  {
    "startMs": 1658720,
    "text": "drill down and dig into what it needs to do. So that's the principle of getting a"
  },
  {
    "startMs": 1660870,
    "text": "do. So that's the principle of getting a"
  },
  {
    "startMs": 1660880,
    "text": "do. So that's the principle of getting a shared context."
  },
  {
    "startMs": 1664470,
    "text": "shared context."
  },
  {
    "startMs": 1664480,
    "text": "shared context. Quick one before you you continue. Is"
  },
  {
    "startMs": 1666470,
    "text": "Quick one before you you continue. Is"
  },
  {
    "startMs": 1666480,
    "text": "Quick one before you you continue. Is the size okay for the back of the room?"
  },
  {
    "startMs": 1668070,
    "text": "the size okay for the back of the room?"
  },
  {
    "startMs": 1668080,
    "text": "the size okay for the back of the room? The size of the text. Yes. Okay. Cool."
  },
  {
    "startMs": 1670950,
    "text": "The size of the text. Yes. Okay. Cool."
  },
  {
    "startMs": 1670960,
    "text": "The size of the text. Yes. Okay. Cool. Thank you."
  },
  {
    "startMs": 1674640,
    "text": "Yeah. Sorry, I'm reading because this is"
  },
  {
    "startMs": 1676710,
    "text": "Yeah. Sorry, I'm reading because this is"
  },
  {
    "startMs": 1676720,
    "text": "Yeah. Sorry, I'm reading because this is like live."
  },
  {
    "startMs": 1679830,
    "text": "like live."
  },
  {
    "startMs": 1679840,
    "text": "like live. Okay. From the one I have."
  },
  {
    "startMs": 1682789,
    "text": "Okay. From the one I have."
  },
  {
    "startMs": 1682799,
    "text": "Okay. From the one I have. Okay. So maybe I can keep adding"
  },
  {
    "startMs": 1685510,
    "text": "Okay. So maybe I can keep adding"
  },
  {
    "startMs": 1685520,
    "text": "Okay. So maybe I can keep adding clarifying information here. And I'm"
  },
  {
    "startMs": 1687510,
    "text": "clarifying information here. And I'm"
  },
  {
    "startMs": 1687520,
    "text": "clarifying information here. And I'm going to skip ahead, but something like"
  },
  {
    "startMs": 1691110,
    "text": "going to skip ahead, but something like"
  },
  {
    "startMs": 1691120,
    "text": "going to skip ahead, but something like I have no savings."
  },
  {
    "startMs": 1693430,
    "text": "I have no savings."
  },
  {
    "startMs": 1693440,
    "text": "I have no savings. It will come from my pocket. My mom may"
  },
  {
    "startMs": 1697350,
    "text": "It will come from my pocket. My mom may"
  },
  {
    "startMs": 1697360,
    "text": "It will come from my pocket. My mom may give me like 5k. H I know the price per"
  },
  {
    "startMs": 1702549,
    "text": "give me like 5k. H I know the price per"
  },
  {
    "startMs": 1702559,
    "text": "give me like 5k. H I know the price per a person going to the wedding is around"
  },
  {
    "startMs": 1708549,
    "text": "a person going to the wedding is around"
  },
  {
    "startMs": 1708559,
    "text": "a person going to the wedding is around 150"
  },
  {
    "startMs": 1710149,
    "text": "150"
  },
  {
    "startMs": 1710159,
    "text": "150 and"
  },
  {
    "startMs": 1711909,
    "text": "and"
  },
  {
    "startMs": 1711919,
    "text": "and I'm paying"
  },
  {
    "startMs": 1714549,
    "text": "I'm paying"
  },
  {
    "startMs": 1714559,
    "text": "I'm paying 500 for the for the flowers. I need to"
  },
  {
    "startMs": 1718630,
    "text": "500 for the for the flowers. I need to"
  },
  {
    "startMs": 1718640,
    "text": "500 for the for the flowers. I need to buy my suit."
  },
  {
    "startMs": 1721510,
    "text": "buy my suit."
  },
  {
    "startMs": 1721520,
    "text": "buy my suit. I'm just adding a bunch of like"
  },
  {
    "startMs": 1722789,
    "text": "I'm just adding a bunch of like"
  },
  {
    "startMs": 1722799,
    "text": "I'm just adding a bunch of like complexity and being disorganized on"
  },
  {
    "startMs": 1724710,
    "text": "complexity and being disorganized on"
  },
  {
    "startMs": 1724720,
    "text": "complexity and being disorganized on purpose"
  },
  {
    "startMs": 1726549,
    "text": "purpose"
  },
  {
    "startMs": 1726559,
    "text": "purpose because the point of the agent is that"
  },
  {
    "startMs": 1729190,
    "text": "because the point of the agent is that"
  },
  {
    "startMs": 1729200,
    "text": "because the point of the agent is that it doesn't let go the fact that you're"
  },
  {
    "startMs": 1731510,
    "text": "it doesn't let go the fact that you're"
  },
  {
    "startMs": 1731520,
    "text": "it doesn't let go the fact that you're being vague um in not providing the"
  },
  {
    "startMs": 1735350,
    "text": "being vague um in not providing the"
  },
  {
    "startMs": 1735360,
    "text": "being vague um in not providing the information ahead of time. The whole"
  },
  {
    "startMs": 1737750,
    "text": "information ahead of time. The whole"
  },
  {
    "startMs": 1737760,
    "text": "information ahead of time. The whole point of this is that it's really"
  },
  {
    "startMs": 1739110,
    "text": "point of this is that it's really"
  },
  {
    "startMs": 1739120,
    "text": "point of this is that it's really guardrail for you to for to forcing"
  },
  {
    "startMs": 1742549,
    "text": "guardrail for you to for to forcing"
  },
  {
    "startMs": 1742559,
    "text": "guardrail for you to for to forcing yourself to actually go through um every"
  },
  {
    "startMs": 1744870,
    "text": "yourself to actually go through um every"
  },
  {
    "startMs": 1744880,
    "text": "yourself to actually go through um every single data point that it needs to come"
  },
  {
    "startMs": 1746470,
    "text": "single data point that it needs to come"
  },
  {
    "startMs": 1746480,
    "text": "single data point that it needs to come up with a plan. Erh, I think for the"
  },
  {
    "startMs": 1750070,
    "text": "up with a plan. Erh, I think for the"
  },
  {
    "startMs": 1750080,
    "text": "up with a plan. Erh, I think for the next one we just build whatever h comes"
  },
  {
    "startMs": 1752950,
    "text": "next one we just build whatever h comes"
  },
  {
    "startMs": 1752960,
    "text": "next one we just build whatever h comes up to try and move on."
  },
  {
    "startMs": 1754950,
    "text": "up to try and move on."
  },
  {
    "startMs": 1754960,
    "text": "up to try and move on. Propose the plan. Now,"
  },
  {
    "startMs": 1755990,
    "text": "Propose the plan. Now,"
  },
  {
    "startMs": 1756000,
    "text": "Propose the plan. Now, is anyone trying it out with a problem"
  },
  {
    "startMs": 1759430,
    "text": "is anyone trying it out with a problem"
  },
  {
    "startMs": 1759440,
    "text": "is anyone trying it out with a problem you have personally?"
  },
  {
    "startMs": 1763360,
    "text": "Yes. Okay, cool. Do you want to tell us"
  },
  {
    "startMs": 1765990,
    "text": "Yes. Okay, cool. Do you want to tell us"
  },
  {
    "startMs": 1766000,
    "text": "Yes. Okay, cool. Do you want to tell us a little bit about it?"
  },
  {
    "startMs": 1770080,
    "text": "Oh, fair, fair, fair. Nice."
  },
  {
    "startMs": 1777120,
    "text": "Okay. It's asking a lot of questions and"
  },
  {
    "startMs": 1778710,
    "text": "Okay. It's asking a lot of questions and"
  },
  {
    "startMs": 1778720,
    "text": "Okay. It's asking a lot of questions and I'm"
  },
  {
    "startMs": 1779029,
    "text": "I'm"
  },
  {
    "startMs": 1779039,
    "text": "I'm No, I I accepted the plan. Yeah."
  },
  {
    "startMs": 1781669,
    "text": "No, I I accepted the plan. Yeah."
  },
  {
    "startMs": 1781679,
    "text": "No, I I accepted the plan. Yeah. So, can you go back to the seated"
  },
  {
    "startMs": 1784789,
    "text": "So, can you go back to the seated"
  },
  {
    "startMs": 1784799,
    "text": "So, can you go back to the seated example?"
  },
  {
    "startMs": 1785990,
    "text": "example?"
  },
  {
    "startMs": 1786000,
    "text": "example? Yes, I can. Um,"
  },
  {
    "startMs": 1788470,
    "text": "Yes, I can. Um,"
  },
  {
    "startMs": 1788480,
    "text": "Yes, I can. Um, so to save you a lot of the back and"
  },
  {
    "startMs": 1789909,
    "text": "so to save you a lot of the back and"
  },
  {
    "startMs": 1789919,
    "text": "so to save you a lot of the back and forth back and forth here because it's"
  },
  {
    "startMs": 1791510,
    "text": "forth back and forth here because it's"
  },
  {
    "startMs": 1791520,
    "text": "forth back and forth here because it's not very high signal for any of you."
  },
  {
    "startMs": 1794789,
    "text": "not very high signal for any of you."
  },
  {
    "startMs": 1794799,
    "text": "not very high signal for any of you. There's a couple of takeaways. One is"
  },
  {
    "startMs": 1797909,
    "text": "There's a couple of takeaways. One is"
  },
  {
    "startMs": 1797919,
    "text": "There's a couple of takeaways. One is having that self-awareness and forcing"
  },
  {
    "startMs": 1800149,
    "text": "having that self-awareness and forcing"
  },
  {
    "startMs": 1800159,
    "text": "having that self-awareness and forcing the hardness to remember that your"
  },
  {
    "startMs": 1803830,
    "text": "the hardness to remember that your"
  },
  {
    "startMs": 1803840,
    "text": "the hardness to remember that your domain knowledge and whatever the agent"
  },
  {
    "startMs": 1806789,
    "text": "domain knowledge and whatever the agent"
  },
  {
    "startMs": 1806799,
    "text": "domain knowledge and whatever the agent knows is not going to be the same. You"
  },
  {
    "startMs": 1809990,
    "text": "knows is not going to be the same. You"
  },
  {
    "startMs": 1810000,
    "text": "knows is not going to be the same. You want to find that kind of like vin"
  },
  {
    "startMs": 1811669,
    "text": "want to find that kind of like vin"
  },
  {
    "startMs": 1811679,
    "text": "want to find that kind of like vin diagram superposition as much as you"
  },
  {
    "startMs": 1814230,
    "text": "diagram superposition as much as you"
  },
  {
    "startMs": 1814240,
    "text": "diagram superposition as much as you can. H but it takes a lot of back and"
  },
  {
    "startMs": 1817110,
    "text": "can. H but it takes a lot of back and"
  },
  {
    "startMs": 1817120,
    "text": "can. H but it takes a lot of back and forth and that's often where most of the"
  },
  {
    "startMs": 1818870,
    "text": "forth and that's often where most of the"
  },
  {
    "startMs": 1818880,
    "text": "forth and that's often where most of the time is spent. If you design a really"
  },
  {
    "startMs": 1821510,
    "text": "time is spent. If you design a really"
  },
  {
    "startMs": 1821520,
    "text": "time is spent. If you design a really good harness, it will guide you by the"
  },
  {
    "startMs": 1824870,
    "text": "good harness, it will guide you by the"
  },
  {
    "startMs": 1824880,
    "text": "good harness, it will guide you by the hand on coming up with a really good"
  },
  {
    "startMs": 1827350,
    "text": "hand on coming up with a really good"
  },
  {
    "startMs": 1827360,
    "text": "hand on coming up with a really good plan, implementing things well, uh, and"
  },
  {
    "startMs": 1829909,
    "text": "plan, implementing things well, uh, and"
  },
  {
    "startMs": 1829919,
    "text": "plan, implementing things well, uh, and knowing what components are important"
  },
  {
    "startMs": 1831750,
    "text": "knowing what components are important"
  },
  {
    "startMs": 1831760,
    "text": "knowing what components are important and which ones aren't. Uh, if your"
  },
  {
    "startMs": 1834470,
    "text": "and which ones aren't. Uh, if your"
  },
  {
    "startMs": 1834480,
    "text": "and which ones aren't. Uh, if your harness is basically like, yeah, say yes"
  },
  {
    "startMs": 1836389,
    "text": "harness is basically like, yeah, say yes"
  },
  {
    "startMs": 1836399,
    "text": "harness is basically like, yeah, say yes to everything I say and do your best to"
  },
  {
    "startMs": 1838630,
    "text": "to everything I say and do your best to"
  },
  {
    "startMs": 1838640,
    "text": "to everything I say and do your best to implement it, then you're going to get"
  },
  {
    "startMs": 1841110,
    "text": "implement it, then you're going to get"
  },
  {
    "startMs": 1841120,
    "text": "implement it, then you're going to get variable results. So, this is the seated"
  },
  {
    "startMs": 1843750,
    "text": "variable results. So, this is the seated"
  },
  {
    "startMs": 1843760,
    "text": "variable results. So, this is the seated example. The plan accepted thing at the"
  },
  {
    "startMs": 1846950,
    "text": "example. The plan accepted thing at the"
  },
  {
    "startMs": 1846960,
    "text": "example. The plan accepted thing at the top means essentially that I already"
  },
  {
    "startMs": 1849669,
    "text": "top means essentially that I already"
  },
  {
    "startMs": 1849679,
    "text": "top means essentially that I already went through the back and forth for"
  },
  {
    "startMs": 1851110,
    "text": "went through the back and forth for"
  },
  {
    "startMs": 1851120,
    "text": "went through the back and forth for around 10 minutes or whatever. Uh and"
  },
  {
    "startMs": 1853669,
    "text": "around 10 minutes or whatever. Uh and"
  },
  {
    "startMs": 1853679,
    "text": "around 10 minutes or whatever. Uh and the agent feel it knows enough about my"
  },
  {
    "startMs": 1856389,
    "text": "the agent feel it knows enough about my"
  },
  {
    "startMs": 1856399,
    "text": "the agent feel it knows enough about my problem to break it down in steps. So"
  },
  {
    "startMs": 1859350,
    "text": "problem to break it down in steps. So"
  },
  {
    "startMs": 1859360,
    "text": "problem to break it down in steps. So what you have in the diagram over there"
  },
  {
    "startMs": 1862230,
    "text": "what you have in the diagram over there"
  },
  {
    "startMs": 1862240,
    "text": "what you have in the diagram over there is the all the steps that it considers"
  },
  {
    "startMs": 1865830,
    "text": "is the all the steps that it considers"
  },
  {
    "startMs": 1865840,
    "text": "is the all the steps that it considers as decision points in a decision tree if"
  },
  {
    "startMs": 1869669,
    "text": "as decision points in a decision tree if"
  },
  {
    "startMs": 1869679,
    "text": "as decision points in a decision tree if you may erh to actually make a decision."
  },
  {
    "startMs": 1874470,
    "text": "you may erh to actually make a decision."
  },
  {
    "startMs": 1874480,
    "text": "you may erh to actually make a decision. And if I if I may, um I think it's it's"
  },
  {
    "startMs": 1877750,
    "text": "And if I if I may, um I think it's it's"
  },
  {
    "startMs": 1877760,
    "text": "And if I if I may, um I think it's it's as we said in the beginning, it's nice"
  },
  {
    "startMs": 1879350,
    "text": "as we said in the beginning, it's nice"
  },
  {
    "startMs": 1879360,
    "text": "as we said in the beginning, it's nice to look under the hood a bit just to"
  },
  {
    "startMs": 1881750,
    "text": "to look under the hood a bit just to"
  },
  {
    "startMs": 1881760,
    "text": "to look under the hood a bit just to give you an idea and you can of course"
  },
  {
    "startMs": 1883350,
    "text": "give you an idea and you can of course"
  },
  {
    "startMs": 1883360,
    "text": "give you an idea and you can of course explore this by yourself or with your"
  },
  {
    "startMs": 1885590,
    "text": "explore this by yourself or with your"
  },
  {
    "startMs": 1885600,
    "text": "explore this by yourself or with your preferred agents help. Um but when we"
  },
  {
    "startMs": 1888950,
    "text": "preferred agents help. Um but when we"
  },
  {
    "startMs": 1888960,
    "text": "preferred agents help. Um but when we are when we're talking about everything"
  },
  {
    "startMs": 1891029,
    "text": "are when we're talking about everything"
  },
  {
    "startMs": 1891039,
    "text": "are when we're talking about everything that Franchesco is describing um this"
  },
  {
    "startMs": 1894389,
    "text": "that Franchesco is describing um this"
  },
  {
    "startMs": 1894399,
    "text": "that Franchesco is describing um this also comes from the instructions that we"
  },
  {
    "startMs": 1896470,
    "text": "also comes from the instructions that we"
  },
  {
    "startMs": 1896480,
    "text": "also comes from the instructions that we have inside the harness, right? So this"
  },
  {
    "startMs": 1900310,
    "text": "have inside the harness, right? So this"
  },
  {
    "startMs": 1900320,
    "text": "have inside the harness, right? So this is where we have the instructions of the"
  },
  {
    "startMs": 1902389,
    "text": "is where we have the instructions of the"
  },
  {
    "startMs": 1902399,
    "text": "is where we have the instructions of the agent performing the interview and what"
  },
  {
    "startMs": 1904549,
    "text": "agent performing the interview and what"
  },
  {
    "startMs": 1904559,
    "text": "agent performing the interview and what it must end up with. So this is the"
  },
  {
    "startMs": 1907190,
    "text": "it must end up with. So this is the"
  },
  {
    "startMs": 1907200,
    "text": "it must end up with. So this is the materialization"
  },
  {
    "startMs": 1908710,
    "text": "materialization"
  },
  {
    "startMs": 1908720,
    "text": "materialization of the principle built beyond the"
  },
  {
    "startMs": 1911590,
    "text": "of the principle built beyond the"
  },
  {
    "startMs": 1911600,
    "text": "of the principle built beyond the harness, right? Like built inside the"
  },
  {
    "startMs": 1913269,
    "text": "harness, right? Like built inside the"
  },
  {
    "startMs": 1913279,
    "text": "harness, right? Like built inside the harness. I mean"
  },
  {
    "startMs": 1915350,
    "text": "harness. I mean"
  },
  {
    "startMs": 1915360,
    "text": "harness. I mean if you want to go back to the to the UI."
  },
  {
    "startMs": 1918950,
    "text": "if you want to go back to the to the UI."
  },
  {
    "startMs": 1918960,
    "text": "if you want to go back to the to the UI. So this is hopefully going to start"
  },
  {
    "startMs": 1920710,
    "text": "So this is hopefully going to start"
  },
  {
    "startMs": 1920720,
    "text": "So this is hopefully going to start making more sense as we as we progress"
  },
  {
    "startMs": 1923110,
    "text": "making more sense as we as we progress"
  },
  {
    "startMs": 1923120,
    "text": "making more sense as we as we progress in the example. But we added a couple of"
  },
  {
    "startMs": 1925909,
    "text": "in the example. But we added a couple of"
  },
  {
    "startMs": 1925919,
    "text": "in the example. But we added a couple of quality of life things where if you want"
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  {
    "startMs": 1929350,
    "text": "quality of life things where if you want"
  },
  {
    "startMs": 1929360,
    "text": "quality of life things where if you want to know what elements of this whole UI"
  },
  {
    "startMs": 1932470,
    "text": "to know what elements of this whole UI"
  },
  {
    "startMs": 1932480,
    "text": "to know what elements of this whole UI that is so beautifully designed uh make"
  },
  {
    "startMs": 1936070,
    "text": "that is so beautifully designed uh make"
  },
  {
    "startMs": 1936080,
    "text": "that is so beautifully designed uh make sense for whatever uh principle we're"
  },
  {
    "startMs": 1938630,
    "text": "sense for whatever uh principle we're"
  },
  {
    "startMs": 1938640,
    "text": "sense for whatever uh principle we're discussing. You just need to hover down"
  },
  {
    "startMs": 1940630,
    "text": "discussing. You just need to hover down"
  },
  {
    "startMs": 1940640,
    "text": "discussing. You just need to hover down at the bottom and it will be broken"
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  {
    "startMs": 1942630,
    "text": "at the bottom and it will be broken"
  },
  {
    "startMs": 1942640,
    "text": "at the bottom and it will be broken down. So you see when we did the"
  },
  {
    "startMs": 1945750,
    "text": "down. So you see when we did the"
  },
  {
    "startMs": 1945760,
    "text": "down. So you see when we did the planning the planning the sharing the"
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  {
    "startMs": 1949669,
    "text": "planning the planning the sharing the"
  },
  {
    "startMs": 1949679,
    "text": "planning the planning the sharing the domain context it came up with a plan is"
  },
  {
    "startMs": 1952630,
    "text": "domain context it came up with a plan is"
  },
  {
    "startMs": 1952640,
    "text": "domain context it came up with a plan is highlighted at the top on the right and"
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  {
    "startMs": 1954630,
    "text": "highlighted at the top on the right and"
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  {
    "startMs": 1954640,
    "text": "highlighted at the top on the right and then it came up with all the nodes and"
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  {
    "startMs": 1956789,
    "text": "then it came up with all the nodes and"
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  {
    "startMs": 1956799,
    "text": "then it came up with all the nodes and the connections in between the other"
  },
  {
    "startMs": 1958789,
    "text": "the connections in between the other"
  },
  {
    "startMs": 1958799,
    "text": "the connections in between the other decisions and what we need to start"
  },
  {
    "startMs": 1960950,
    "text": "decisions and what we need to start"
  },
  {
    "startMs": 1960960,
    "text": "decisions and what we need to start scoping from here. So"
  },
  {
    "startMs": 1964789,
    "text": "scoping from here. So"
  },
  {
    "startMs": 1964799,
    "text": "scoping from here. So should we move on? Yes."
  },
  {
    "startMs": 1968310,
    "text": "should we move on? Yes."
  },
  {
    "startMs": 1968320,
    "text": "should we move on? Yes. Is anyone still doing any planning with"
  },
  {
    "startMs": 1971110,
    "text": "Is anyone still doing any planning with"
  },
  {
    "startMs": 1971120,
    "text": "Is anyone still doing any planning with the chat?"
  },
  {
    "startMs": 1976080,
    "text": "Cool."
  },
  {
    "startMs": 1985120,
    "text": "Okay. Yeah. So, we had a few things"
  },
  {
    "startMs": 1986789,
    "text": "Okay. Yeah. So, we had a few things"
  },
  {
    "startMs": 1986799,
    "text": "Okay. Yeah. So, we had a few things here. If you wanted to uh play around"
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  {
    "startMs": 1990630,
    "text": "here. If you wanted to uh play around"
  },
  {
    "startMs": 1990640,
    "text": "here. If you wanted to uh play around and peruse the uh harness yourself, you"
  },
  {
    "startMs": 1994630,
    "text": "and peruse the uh harness yourself, you"
  },
  {
    "startMs": 1994640,
    "text": "and peruse the uh harness yourself, you could for instance go on the step three"
  },
  {
    "startMs": 1997430,
    "text": "could for instance go on the step three"
  },
  {
    "startMs": 1997440,
    "text": "could for instance go on the step three in the UI like in the little diagram on"
  },
  {
    "startMs": 2000389,
    "text": "in the UI like in the little diagram on"
  },
  {
    "startMs": 2000399,
    "text": "in the UI like in the little diagram on the left hand side."
  },
  {
    "startMs": 2002310,
    "text": "the left hand side."
  },
  {
    "startMs": 2002320,
    "text": "the left hand side. Oops, sorry. I was going to show"
  },
  {
    "startMs": 2003990,
    "text": "Oops, sorry. I was going to show"
  },
  {
    "startMs": 2004000,
    "text": "Oops, sorry. I was going to show too many tabs."
  },
  {
    "startMs": 2005430,
    "text": "too many tabs."
  },
  {
    "startMs": 2005440,
    "text": "too many tabs. You could click on like step no"
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  {
    "startMs": 2007909,
    "text": "You could click on like step no"
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  {
    "startMs": 2007919,
    "text": "You could click on like step no step three in the Yeah. And it will give"
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    "startMs": 2010710,
    "text": "step three in the Yeah. And it will give"
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  {
    "startMs": 2010720,
    "text": "step three in the Yeah. And it will give you a little bit of a breakdown of where"
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  {
    "startMs": 2013029,
    "text": "you a little bit of a breakdown of where"
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  {
    "startMs": 2013039,
    "text": "you a little bit of a breakdown of where the information came from where why the"
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  {
    "startMs": 2016389,
    "text": "the information came from where why the"
  },
  {
    "startMs": 2016399,
    "text": "the information came from where why the model thinks"
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  {
    "startMs": 2018389,
    "text": "model thinks"
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  {
    "startMs": 2018399,
    "text": "model thinks this is the node you need to make a"
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    "startMs": 2020630,
    "text": "this is the node you need to make a"
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  {
    "startMs": 2020640,
    "text": "this is the node you need to make a decision of uh including if it's making"
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  {
    "startMs": 2023909,
    "text": "decision of uh including if it's making"
  },
  {
    "startMs": 2023919,
    "text": "decision of uh including if it's making any assumptions based on the language"
  },
  {
    "startMs": 2025909,
    "text": "any assumptions based on the language"
  },
  {
    "startMs": 2025919,
    "text": "any assumptions based on the language you were using during your planning with"
  },
  {
    "startMs": 2028549,
    "text": "you were using during your planning with"
  },
  {
    "startMs": 2028559,
    "text": "you were using during your planning with it. So for instance the agent did you"
  },
  {
    "startMs": 2032389,
    "text": "it. So for instance the agent did you"
  },
  {
    "startMs": 2032399,
    "text": "it. So for instance the agent did you say this I could point with this"
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  {
    "startMs": 2034389,
    "text": "say this I could point with this"
  },
  {
    "startMs": 2034399,
    "text": "say this I could point with this uh if you press and hold that yeah"
  },
  {
    "startMs": 2037430,
    "text": "uh if you press and hold that yeah"
  },
  {
    "startMs": 2037440,
    "text": "uh if you press and hold that yeah awesome"
  },
  {
    "startMs": 2038549,
    "text": "awesome"
  },
  {
    "startMs": 2038559,
    "text": "awesome not AI"
  },
  {
    "startMs": 2039990,
    "text": "not AI"
  },
  {
    "startMs": 2040000,
    "text": "not AI so there's there's quite a few things in"
  },
  {
    "startMs": 2042149,
    "text": "so there's there's quite a few things in"
  },
  {
    "startMs": 2042159,
    "text": "so there's there's quite a few things in the plan uh that the agent put together"
  },
  {
    "startMs": 2044310,
    "text": "the plan uh that the agent put together"
  },
  {
    "startMs": 2044320,
    "text": "the plan uh that the agent put together that were proposed by it so you can"
  },
  {
    "startMs": 2047430,
    "text": "that were proposed by it so you can"
  },
  {
    "startMs": 2047440,
    "text": "that were proposed by it so you can start dissecting a little bit and"
  },
  {
    "startMs": 2049030,
    "text": "start dissecting a little bit and"
  },
  {
    "startMs": 2049040,
    "text": "start dissecting a little bit and understanding like actually this came"
  },
  {
    "startMs": 2051909,
    "text": "understanding like actually this came"
  },
  {
    "startMs": 2051919,
    "text": "understanding like actually this came from me this is a fact that I think I"
  },
  {
    "startMs": 2054149,
    "text": "from me this is a fact that I think I"
  },
  {
    "startMs": 2054159,
    "text": "from me this is a fact that I think I know or this is something the agent"
  },
  {
    "startMs": 2055750,
    "text": "know or this is something the agent"
  },
  {
    "startMs": 2055760,
    "text": "know or this is something the agent inferred based on my language. If you"
  },
  {
    "startMs": 2057669,
    "text": "inferred based on my language. If you"
  },
  {
    "startMs": 2057679,
    "text": "inferred based on my language. If you scroll up a little bit just on the same"
  },
  {
    "startMs": 2059589,
    "text": "scroll up a little bit just on the same"
  },
  {
    "startMs": 2059599,
    "text": "scroll up a little bit just on the same Yeah. more more more more more"
  },
  {
    "startMs": 2063990,
    "text": "Yeah. more more more more more"
  },
  {
    "startMs": 2064000,
    "text": "Yeah. more more more more more there. Yeah, sure. Uh here"
  },
  {
    "startMs": 2068470,
    "text": "there. Yeah, sure. Uh here"
  },
  {
    "startMs": 2068480,
    "text": "there. Yeah, sure. Uh here there was some back and forth because I"
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  {
    "startMs": 2070550,
    "text": "there was some back and forth because I"
  },
  {
    "startMs": 2070560,
    "text": "there was some back and forth because I was being vague with the language I was"
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  {
    "startMs": 2072149,
    "text": "was being vague with the language I was"
  },
  {
    "startMs": 2072159,
    "text": "was being vague with the language I was using and it made an assumption that"
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  {
    "startMs": 2074869,
    "text": "using and it made an assumption that"
  },
  {
    "startMs": 2074879,
    "text": "using and it made an assumption that because I was using this keyword here, I"
  },
  {
    "startMs": 2078149,
    "text": "because I was using this keyword here, I"
  },
  {
    "startMs": 2078159,
    "text": "because I was using this keyword here, I meant this. Again, this is a pretty"
  },
  {
    "startMs": 2080470,
    "text": "meant this. Again, this is a pretty"
  },
  {
    "startMs": 2080480,
    "text": "meant this. Again, this is a pretty obvious example, but you can play around"
  },
  {
    "startMs": 2082389,
    "text": "obvious example, but you can play around"
  },
  {
    "startMs": 2082399,
    "text": "obvious example, but you can play around with clicking through, seeing things"
  },
  {
    "startMs": 2084550,
    "text": "with clicking through, seeing things"
  },
  {
    "startMs": 2084560,
    "text": "with clicking through, seeing things around. If we go back to the"
  },
  {
    "startMs": 2086869,
    "text": "around. If we go back to the"
  },
  {
    "startMs": 2086879,
    "text": "around. If we go back to the presentation, there's some annotation"
  },
  {
    "startMs": 2088790,
    "text": "presentation, there's some annotation"
  },
  {
    "startMs": 2088800,
    "text": "presentation, there's some annotation because again, this is all about"
  },
  {
    "startMs": 2091109,
    "text": "because again, this is all about"
  },
  {
    "startMs": 2091119,
    "text": "because again, this is all about grounding the principles into something"
  },
  {
    "startMs": 2093750,
    "text": "grounding the principles into something"
  },
  {
    "startMs": 2093760,
    "text": "grounding the principles into something that feels like it was designed for"
  },
  {
    "startMs": 2096629,
    "text": "that feels like it was designed for"
  },
  {
    "startMs": 2096639,
    "text": "that feels like it was designed for building trust. So you have some"
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  {
    "startMs": 2098870,
    "text": "building trust. So you have some"
  },
  {
    "startMs": 2098880,
    "text": "building trust. So you have some notation. Again, not the best UI design"
  },
  {
    "startMs": 2101430,
    "text": "notation. Again, not the best UI design"
  },
  {
    "startMs": 2101440,
    "text": "notation. Again, not the best UI design in the world, but knowing if things came"
  },
  {
    "startMs": 2104069,
    "text": "in the world, but knowing if things came"
  },
  {
    "startMs": 2104079,
    "text": "in the world, but knowing if things came from you, from the agent, or is it still"
  },
  {
    "startMs": 2106150,
    "text": "from you, from the agent, or is it still"
  },
  {
    "startMs": 2106160,
    "text": "from you, from the agent, or is it still an open point and you need to make a"
  },
  {
    "startMs": 2107670,
    "text": "an open point and you need to make a"
  },
  {
    "startMs": 2107680,
    "text": "an open point and you need to make a decision on and you can tell how the"
  },
  {
    "startMs": 2111030,
    "text": "decision on and you can tell how the"
  },
  {
    "startMs": 2111040,
    "text": "decision on and you can tell how the plan has been built."
  },
  {
    "startMs": 2113589,
    "text": "plan has been built."
  },
  {
    "startMs": 2113599,
    "text": "plan has been built. You have another thing you can try. You"
  },
  {
    "startMs": 2115910,
    "text": "You have another thing you can try. You"
  },
  {
    "startMs": 2115920,
    "text": "You have another thing you can try. You can go back into step two uh and"
  },
  {
    "startMs": 2119589,
    "text": "can go back into step two uh and"
  },
  {
    "startMs": 2119599,
    "text": "can go back into step two uh and actually tell the agent if we click on"
  },
  {
    "startMs": 2121670,
    "text": "actually tell the agent if we click on"
  },
  {
    "startMs": 2121680,
    "text": "actually tell the agent if we click on the node there. Yeah. And you can"
  },
  {
    "startMs": 2124630,
    "text": "the node there. Yeah. And you can"
  },
  {
    "startMs": 2124640,
    "text": "the node there. Yeah. And you can actually tell the agent after you have"
  },
  {
    "startMs": 2126710,
    "text": "actually tell the agent after you have"
  },
  {
    "startMs": 2126720,
    "text": "actually tell the agent after you have sorry uh you can just tell the agent"
  },
  {
    "startMs": 2129990,
    "text": "sorry uh you can just tell the agent"
  },
  {
    "startMs": 2130000,
    "text": "sorry uh you can just tell the agent like well actually you're making some"
  },
  {
    "startMs": 2131750,
    "text": "like well actually you're making some"
  },
  {
    "startMs": 2131760,
    "text": "like well actually you're making some assumptions about this step that are not"
  },
  {
    "startMs": 2135109,
    "text": "assumptions about this step that are not"
  },
  {
    "startMs": 2135119,
    "text": "assumptions about this step that are not correct and then go a little bit back"
  },
  {
    "startMs": 2137829,
    "text": "correct and then go a little bit back"
  },
  {
    "startMs": 2137839,
    "text": "correct and then go a little bit back and forth. Erh, I will still do the show"
  },
  {
    "startMs": 2141270,
    "text": "and forth. Erh, I will still do the show"
  },
  {
    "startMs": 2141280,
    "text": "and forth. Erh, I will still do the show of hands thing, but because of"
  },
  {
    "startMs": 2143030,
    "text": "of hands thing, but because of"
  },
  {
    "startMs": 2143040,
    "text": "of hands thing, but because of reinforcement and engagement, uh, who"
  },
  {
    "startMs": 2147030,
    "text": "reinforcement and engagement, uh, who"
  },
  {
    "startMs": 2147040,
    "text": "reinforcement and engagement, uh, who has been in a chat session with over"
  },
  {
    "startMs": 2151030,
    "text": "has been in a chat session with over"
  },
  {
    "startMs": 2151040,
    "text": "has been in a chat session with over like well over 10 turns, so back and"
  },
  {
    "startMs": 2153829,
    "text": "like well over 10 turns, so back and"
  },
  {
    "startMs": 2153839,
    "text": "like well over 10 turns, so back and forth and back and forth at least 10"
  },
  {
    "startMs": 2155750,
    "text": "forth and back and forth at least 10"
  },
  {
    "startMs": 2155760,
    "text": "forth and back and forth at least 10 times where at some point you said, let"
  },
  {
    "startMs": 2159270,
    "text": "times where at some point you said, let"
  },
  {
    "startMs": 2159280,
    "text": "times where at some point you said, let let me start from the beginning like"
  },
  {
    "startMs": 2160710,
    "text": "let me start from the beginning like"
  },
  {
    "startMs": 2160720,
    "text": "let me start from the beginning like this is not making any sense. Some stuff"
  },
  {
    "startMs": 2162710,
    "text": "this is not making any sense. Some stuff"
  },
  {
    "startMs": 2162720,
    "text": "this is not making any sense. Some stuff we already discussed like it's well"
  },
  {
    "startMs": 2164870,
    "text": "we already discussed like it's well"
  },
  {
    "startMs": 2164880,
    "text": "we already discussed like it's well gone. Who has had that feeling on a"
  },
  {
    "startMs": 2168230,
    "text": "gone. Who has had that feeling on a"
  },
  {
    "startMs": 2168240,
    "text": "gone. Who has had that feeling on a regular basis?"
  },
  {
    "startMs": 2170630,
    "text": "regular basis?"
  },
  {
    "startMs": 2170640,
    "text": "regular basis? Yeah. So, that is a consequence of the"
  },
  {
    "startMs": 2173750,
    "text": "Yeah. So, that is a consequence of the"
  },
  {
    "startMs": 2173760,
    "text": "Yeah. So, that is a consequence of the design of the harnesses we have today"
  },
  {
    "startMs": 2176230,
    "text": "design of the harnesses we have today"
  },
  {
    "startMs": 2176240,
    "text": "design of the harnesses we have today where they're designed for a linear"
  },
  {
    "startMs": 2178790,
    "text": "where they're designed for a linear"
  },
  {
    "startMs": 2178800,
    "text": "where they're designed for a linear discussion and to keep everything in the"
  },
  {
    "startMs": 2182069,
    "text": "discussion and to keep everything in the"
  },
  {
    "startMs": 2182079,
    "text": "discussion and to keep everything in the context as one big conversation. Whereas"
  },
  {
    "startMs": 2186069,
    "text": "context as one big conversation. Whereas"
  },
  {
    "startMs": 2186079,
    "text": "context as one big conversation. Whereas here the way we designed it is supposed"
  },
  {
    "startMs": 2188069,
    "text": "here the way we designed it is supposed"
  },
  {
    "startMs": 2188079,
    "text": "here the way we designed it is supposed to break it down so you can discuss"
  },
  {
    "startMs": 2190390,
    "text": "to break it down so you can discuss"
  },
  {
    "startMs": 2190400,
    "text": "to break it down so you can discuss individual elements without necessarily"
  },
  {
    "startMs": 2194069,
    "text": "individual elements without necessarily"
  },
  {
    "startMs": 2194079,
    "text": "individual elements without necessarily making things you know more complicated"
  },
  {
    "startMs": 2196470,
    "text": "making things you know more complicated"
  },
  {
    "startMs": 2196480,
    "text": "making things you know more complicated in the grander scheme of things."
  },
  {
    "startMs": 2198470,
    "text": "in the grander scheme of things."
  },
  {
    "startMs": 2198480,
    "text": "in the grander scheme of things. Yeah."
  },
  {
    "startMs": 2201599,
    "text": "Erh"
  },
  {
    "startMs": 2203349,
    "text": "Erh"
  },
  {
    "startMs": 2203359,
    "text": "Erh cool. So I will let you play around with"
  },
  {
    "startMs": 2205829,
    "text": "cool. So I will let you play around with"
  },
  {
    "startMs": 2205839,
    "text": "cool. So I will let you play around with it a little bit but I do want to maybe"
  },
  {
    "startMs": 2207670,
    "text": "it a little bit but I do want to maybe"
  },
  {
    "startMs": 2207680,
    "text": "it a little bit but I do want to maybe go a little bit further. So I will"
  },
  {
    "startMs": 2211589,
    "text": "go a little bit further. So I will"
  },
  {
    "startMs": 2211599,
    "text": "go a little bit further. So I will introduce the consistency principle. And"
  },
  {
    "startMs": 2215030,
    "text": "introduce the consistency principle. And"
  },
  {
    "startMs": 2215040,
    "text": "introduce the consistency principle. And this build on the shared domain"
  },
  {
    "startMs": 2218310,
    "text": "this build on the shared domain"
  },
  {
    "startMs": 2218320,
    "text": "this build on the shared domain because you already have a plan and the"
  },
  {
    "startMs": 2221990,
    "text": "because you already have a plan and the"
  },
  {
    "startMs": 2222000,
    "text": "because you already have a plan and the agent is very capable to understand well"
  },
  {
    "startMs": 2225190,
    "text": "agent is very capable to understand well"
  },
  {
    "startMs": 2225200,
    "text": "agent is very capable to understand well these pieces of your plan are just a"
  },
  {
    "startMs": 2228069,
    "text": "these pieces of your plan are just a"
  },
  {
    "startMs": 2228079,
    "text": "these pieces of your plan are just a piece of code or just a calculation"
  },
  {
    "startMs": 2230550,
    "text": "piece of code or just a calculation"
  },
  {
    "startMs": 2230560,
    "text": "piece of code or just a calculation spreadsheet like it will always give you"
  },
  {
    "startMs": 2232790,
    "text": "spreadsheet like it will always give you"
  },
  {
    "startMs": 2232800,
    "text": "spreadsheet like it will always give you a consistent result is a deterministic"
  },
  {
    "startMs": 2235349,
    "text": "a consistent result is a deterministic"
  },
  {
    "startMs": 2235359,
    "text": "a consistent result is a deterministic element of your whole plan. Erh and"
  },
  {
    "startMs": 2238870,
    "text": "element of your whole plan. Erh and"
  },
  {
    "startMs": 2238880,
    "text": "element of your whole plan. Erh and based on that you need to implement"
  },
  {
    "startMs": 2241750,
    "text": "based on that you need to implement"
  },
  {
    "startMs": 2241760,
    "text": "based on that you need to implement code. You need to implement something"
  },
  {
    "startMs": 2243190,
    "text": "code. You need to implement something"
  },
  {
    "startMs": 2243200,
    "text": "code. You need to implement something that will give you the same result every"
  },
  {
    "startMs": 2244870,
    "text": "that will give you the same result every"
  },
  {
    "startMs": 2244880,
    "text": "that will give you the same result every time. Erh similar show of hands thing."
  },
  {
    "startMs": 2248310,
    "text": "time. Erh similar show of hands thing."
  },
  {
    "startMs": 2248320,
    "text": "time. Erh similar show of hands thing. Has anyone tried to do like budgeting or"
  },
  {
    "startMs": 2251589,
    "text": "Has anyone tried to do like budgeting or"
  },
  {
    "startMs": 2251599,
    "text": "Has anyone tried to do like budgeting or any financial calculation in the chat"
  },
  {
    "startMs": 2257280,
    "text": "and how did that go? Like are you"
  },
  {
    "startMs": 2260150,
    "text": "and how did that go? Like are you"
  },
  {
    "startMs": 2260160,
    "text": "and how did that go? Like are you confident on the results? You Yeah, a"
  },
  {
    "startMs": 2262310,
    "text": "confident on the results? You Yeah, a"
  },
  {
    "startMs": 2262320,
    "text": "confident on the results? You Yeah, a little bit."
  },
  {
    "startMs": 2262710,
    "text": "little bit."
  },
  {
    "startMs": 2262720,
    "text": "little bit. Temperature maybe like very well um not"
  },
  {
    "startMs": 2265829,
    "text": "Temperature maybe like very well um not"
  },
  {
    "startMs": 2265839,
    "text": "Temperature maybe like very well um not too well. pretty bad."
  },
  {
    "startMs": 2269510,
    "text": "too well. pretty bad."
  },
  {
    "startMs": 2269520,
    "text": "too well. pretty bad. Okay."
  },
  {
    "startMs": 2271030,
    "text": "Okay."
  },
  {
    "startMs": 2271040,
    "text": "Okay. So, so all right. So, I would love to"
  },
  {
    "startMs": 2274950,
    "text": "So, so all right. So, I would love to"
  },
  {
    "startMs": 2274960,
    "text": "So, so all right. So, I would love to know if anyone wants to volunteer their"
  },
  {
    "startMs": 2277270,
    "text": "know if anyone wants to volunteer their"
  },
  {
    "startMs": 2277280,
    "text": "know if anyone wants to volunteer their story, but what they saw and why they"
  },
  {
    "startMs": 2280150,
    "text": "story, but what they saw and why they"
  },
  {
    "startMs": 2280160,
    "text": "story, but what they saw and why they think it happened. But to me, a couple"
  },
  {
    "startMs": 2282790,
    "text": "think it happened. But to me, a couple"
  },
  {
    "startMs": 2282800,
    "text": "think it happened. But to me, a couple of times I thought I was giving"
  },
  {
    "startMs": 2286470,
    "text": "of times I thought I was giving"
  },
  {
    "startMs": 2286480,
    "text": "of times I thought I was giving all the necessary information. The the"
  },
  {
    "startMs": 2289109,
    "text": "all the necessary information. The the"
  },
  {
    "startMs": 2289119,
    "text": "all the necessary information. The the agent gave me back a formula. It was"
  },
  {
    "startMs": 2291270,
    "text": "agent gave me back a formula. It was"
  },
  {
    "startMs": 2291280,
    "text": "agent gave me back a formula. It was even formatted as a formula. You know,"
  },
  {
    "startMs": 2293109,
    "text": "even formatted as a formula. You know,"
  },
  {
    "startMs": 2293119,
    "text": "even formatted as a formula. You know, the kind of like italics formula thing"
  },
  {
    "startMs": 2295750,
    "text": "the kind of like italics formula thing"
  },
  {
    "startMs": 2295760,
    "text": "the kind of like italics formula thing that looks really nice. I was like knows"
  },
  {
    "startMs": 2298310,
    "text": "that looks really nice. I was like knows"
  },
  {
    "startMs": 2298320,
    "text": "that looks really nice. I was like knows what he's talking about. And then the"
  },
  {
    "startMs": 2299829,
    "text": "what he's talking about. And then the"
  },
  {
    "startMs": 2299839,
    "text": "what he's talking about. And then the result was like I'm not a calculator and"
  },
  {
    "startMs": 2302470,
    "text": "result was like I'm not a calculator and"
  },
  {
    "startMs": 2302480,
    "text": "result was like I'm not a calculator and I know that result is wrong. So from the"
  },
  {
    "startMs": 2305030,
    "text": "I know that result is wrong. So from the"
  },
  {
    "startMs": 2305040,
    "text": "I know that result is wrong. So from the get-go I was like nah start from"
  },
  {
    "startMs": 2306390,
    "text": "get-go I was like nah start from"
  },
  {
    "startMs": 2306400,
    "text": "get-go I was like nah start from scratch. H anyone has any other like"
  },
  {
    "startMs": 2308950,
    "text": "scratch. H anyone has any other like"
  },
  {
    "startMs": 2308960,
    "text": "scratch. H anyone has any other like examples"
  },
  {
    "startMs": 2309910,
    "text": "examples"
  },
  {
    "startMs": 2309920,
    "text": "examples consistency right? So a lot of times the"
  },
  {
    "startMs": 2311910,
    "text": "consistency right? So a lot of times the"
  },
  {
    "startMs": 2311920,
    "text": "consistency right? So a lot of times the results look good reasonable but you run"
  },
  {
    "startMs": 2314310,
    "text": "results look good reasonable but you run"
  },
  {
    "startMs": 2314320,
    "text": "results look good reasonable but you run the same thing again"
  },
  {
    "startMs": 2316790,
    "text": "the same thing again"
  },
  {
    "startMs": 2316800,
    "text": "the same thing again that's something."
  },
  {
    "startMs": 2325040,
    "text": "Yeah. So that's basically the"
  },
  {
    "startMs": 2326950,
    "text": "Yeah. So that's basically the"
  },
  {
    "startMs": 2326960,
    "text": "Yeah. So that's basically the inspiration on the principle. Sorry,"
  },
  {
    "startMs": 2328390,
    "text": "inspiration on the principle. Sorry,"
  },
  {
    "startMs": 2328400,
    "text": "inspiration on the principle. Sorry, what do you want to share?"
  },
  {
    "startMs": 2329430,
    "text": "what do you want to share?"
  },
  {
    "startMs": 2329440,
    "text": "what do you want to share? Yeah. So it goes to the point that"
  },
  {
    "startMs": 2336960,
    "text": "every time it might"
  },
  {
    "startMs": 2347359,
    "text": "Yeah. Uh and and that's a great a great"
  },
  {
    "startMs": 2351190,
    "text": "Yeah. Uh and and that's a great a great"
  },
  {
    "startMs": 2351200,
    "text": "Yeah. Uh and and that's a great a great um example to say part of the benefit"
  },
  {
    "startMs": 2354390,
    "text": "um example to say part of the benefit"
  },
  {
    "startMs": 2354400,
    "text": "um example to say part of the benefit why we are talking about building a"
  },
  {
    "startMs": 2356950,
    "text": "why we are talking about building a"
  },
  {
    "startMs": 2356960,
    "text": "why we are talking about building a harness and not just plugging these"
  },
  {
    "startMs": 2359349,
    "text": "harness and not just plugging these"
  },
  {
    "startMs": 2359359,
    "text": "harness and not just plugging these principles in a set of skills or"
  },
  {
    "startMs": 2361510,
    "text": "principles in a set of skills or"
  },
  {
    "startMs": 2361520,
    "text": "principles in a set of skills or instructions to an existing harness such"
  },
  {
    "startMs": 2364069,
    "text": "instructions to an existing harness such"
  },
  {
    "startMs": 2364079,
    "text": "instructions to an existing harness such as like codec, cloud code or anything"
  },
  {
    "startMs": 2365829,
    "text": "as like codec, cloud code or anything"
  },
  {
    "startMs": 2365839,
    "text": "as like codec, cloud code or anything else. Like when we when we do it the not"
  },
  {
    "startMs": 2369270,
    "text": "else. Like when we when we do it the not"
  },
  {
    "startMs": 2369280,
    "text": "else. Like when we when we do it the not the non-deterministic way, which is to"
  },
  {
    "startMs": 2371349,
    "text": "the non-deterministic way, which is to"
  },
  {
    "startMs": 2371359,
    "text": "the non-deterministic way, which is to give the agent a bunch of instructions"
  },
  {
    "startMs": 2373190,
    "text": "give the agent a bunch of instructions"
  },
  {
    "startMs": 2373200,
    "text": "give the agent a bunch of instructions that um say the right things, but still"
  },
  {
    "startMs": 2376950,
    "text": "that um say the right things, but still"
  },
  {
    "startMs": 2376960,
    "text": "that um say the right things, but still rely on the agent uh make no mistakes,"
  },
  {
    "startMs": 2379910,
    "text": "rely on the agent uh make no mistakes,"
  },
  {
    "startMs": 2379920,
    "text": "rely on the agent uh make no mistakes, please do the right thing. Um that's"
  },
  {
    "startMs": 2382230,
    "text": "please do the right thing. Um that's"
  },
  {
    "startMs": 2382240,
    "text": "please do the right thing. Um that's that's the point. We're relying on a"
  },
  {
    "startMs": 2383910,
    "text": "that's the point. We're relying on a"
  },
  {
    "startMs": 2383920,
    "text": "that's the point. We're relying on a bunch of things happening in the"
  },
  {
    "startMs": 2385190,
    "text": "bunch of things happening in the"
  },
  {
    "startMs": 2385200,
    "text": "bunch of things happening in the background and basically getting a"
  },
  {
    "startMs": 2387430,
    "text": "background and basically getting a"
  },
  {
    "startMs": 2387440,
    "text": "background and basically getting a nondeterministic result every time. So I"
  },
  {
    "startMs": 2390150,
    "text": "nondeterministic result every time. So I"
  },
  {
    "startMs": 2390160,
    "text": "nondeterministic result every time. So I think the value here from building the"
  },
  {
    "startMs": 2392550,
    "text": "think the value here from building the"
  },
  {
    "startMs": 2392560,
    "text": "think the value here from building the harness again this is looking a bit into"
  },
  {
    "startMs": 2394550,
    "text": "harness again this is looking a bit into"
  },
  {
    "startMs": 2394560,
    "text": "harness again this is looking a bit into the under the hood and like from"
  },
  {
    "startMs": 2396710,
    "text": "the under the hood and like from"
  },
  {
    "startMs": 2396720,
    "text": "the under the hood and like from principles we we applied at at Monzo as"
  },
  {
    "startMs": 2399349,
    "text": "principles we we applied at at Monzo as"
  },
  {
    "startMs": 2399359,
    "text": "principles we we applied at at Monzo as well is mixing the non-determinism with"
  },
  {
    "startMs": 2402790,
    "text": "well is mixing the non-determinism with"
  },
  {
    "startMs": 2402800,
    "text": "well is mixing the non-determinism with some deterministic behavior that we want"
  },
  {
    "startMs": 2405670,
    "text": "some deterministic behavior that we want"
  },
  {
    "startMs": 2405680,
    "text": "some deterministic behavior that we want to control um when when relevant"
  },
  {
    "startMs": 2410150,
    "text": "to control um when when relevant"
  },
  {
    "startMs": 2410160,
    "text": "to control um when when relevant I think you mentioned that for this demo"
  },
  {
    "startMs": 2412710,
    "text": "I think you mentioned that for this demo"
  },
  {
    "startMs": 2412720,
    "text": "I think you mentioned that for this demo a lot of this harness was quoted right I"
  },
  {
    "startMs": 2415589,
    "text": "a lot of this harness was quoted right I"
  },
  {
    "startMs": 2415599,
    "text": "a lot of this harness was quoted right I get this part right for production"
  },
  {
    "startMs": 2419990,
    "text": "get this part right for production"
  },
  {
    "startMs": 2420000,
    "text": "get this part right for production like what's the difference between you"
  },
  {
    "startMs": 2422870,
    "text": "like what's the difference between you"
  },
  {
    "startMs": 2422880,
    "text": "like what's the difference between you making calculations in in chat versus"
  },
  {
    "startMs": 2425670,
    "text": "making calculations in in chat versus"
  },
  {
    "startMs": 2425680,
    "text": "making calculations in in chat versus you asking the model to code up"
  },
  {
    "startMs": 2428069,
    "text": "you asking the model to code up"
  },
  {
    "startMs": 2428079,
    "text": "you asking the model to code up calculations for you in code."
  },
  {
    "startMs": 2430550,
    "text": "calculations for you in code."
  },
  {
    "startMs": 2430560,
    "text": "calculations for you in code. So I have a couple of personal examples"
  },
  {
    "startMs": 2433510,
    "text": "So I have a couple of personal examples"
  },
  {
    "startMs": 2433520,
    "text": "So I have a couple of personal examples on doing forecast where you can try and"
  },
  {
    "startMs": 2437270,
    "text": "on doing forecast where you can try and"
  },
  {
    "startMs": 2437280,
    "text": "on doing forecast where you can try and do forecast yourself by hand or come up"
  },
  {
    "startMs": 2439990,
    "text": "do forecast yourself by hand or come up"
  },
  {
    "startMs": 2440000,
    "text": "do forecast yourself by hand or come up with a spreadsheet with a lot of fancy"
  },
  {
    "startMs": 2442310,
    "text": "with a spreadsheet with a lot of fancy"
  },
  {
    "startMs": 2442320,
    "text": "with a spreadsheet with a lot of fancy um calculations and you will likely get"
  },
  {
    "startMs": 2445109,
    "text": "um calculations and you will likely get"
  },
  {
    "startMs": 2445119,
    "text": "um calculations and you will likely get a few things right and get a decent"
  },
  {
    "startMs": 2446790,
    "text": "a few things right and get a decent"
  },
  {
    "startMs": 2446800,
    "text": "a few things right and get a decent forecast. You can also just get a"
  },
  {
    "startMs": 2448710,
    "text": "forecast. You can also just get a"
  },
  {
    "startMs": 2448720,
    "text": "forecast. You can also just get a library from a trusted uh repo and that"
  },
  {
    "startMs": 2452150,
    "text": "library from a trusted uh repo and that"
  },
  {
    "startMs": 2452160,
    "text": "library from a trusted uh repo and that has everything baked in. You can also"
  },
  {
    "startMs": 2454630,
    "text": "has everything baked in. You can also"
  },
  {
    "startMs": 2454640,
    "text": "has everything baked in. You can also write some code in a more modular"
  },
  {
    "startMs": 2456470,
    "text": "write some code in a more modular"
  },
  {
    "startMs": 2456480,
    "text": "write some code in a more modular fashion that is well unit tested, you're"
  },
  {
    "startMs": 2459270,
    "text": "fashion that is well unit tested, you're"
  },
  {
    "startMs": 2459280,
    "text": "fashion that is well unit tested, you're doing end to end testing, you're doing"
  },
  {
    "startMs": 2461109,
    "text": "doing end to end testing, you're doing"
  },
  {
    "startMs": 2461119,
    "text": "doing end to end testing, you're doing all the like good software um"
  },
  {
    "startMs": 2463589,
    "text": "all the like good software um"
  },
  {
    "startMs": 2463599,
    "text": "all the like good software um engineering practices that we know how"
  },
  {
    "startMs": 2466710,
    "text": "engineering practices that we know how"
  },
  {
    "startMs": 2466720,
    "text": "engineering practices that we know how to do to ensure that that piece of code"
  },
  {
    "startMs": 2469430,
    "text": "to do to ensure that that piece of code"
  },
  {
    "startMs": 2469440,
    "text": "to do to ensure that that piece of code is going to give you a good result. Um,"
  },
  {
    "startMs": 2472790,
    "text": "is going to give you a good result. Um,"
  },
  {
    "startMs": 2472800,
    "text": "is going to give you a good result. Um, so I think the different Oh, sorry. The"
  },
  {
    "startMs": 2475829,
    "text": "so I think the different Oh, sorry. The"
  },
  {
    "startMs": 2475839,
    "text": "so I think the different Oh, sorry. The difference lies a little bit on the fact"
  },
  {
    "startMs": 2477750,
    "text": "difference lies a little bit on the fact"
  },
  {
    "startMs": 2477760,
    "text": "difference lies a little bit on the fact that if you're just leaving it to the"
  },
  {
    "startMs": 2481510,
    "text": "that if you're just leaving it to the"
  },
  {
    "startMs": 2481520,
    "text": "that if you're just leaving it to the agent to decide how to implement things"
  },
  {
    "startMs": 2484150,
    "text": "agent to decide how to implement things"
  },
  {
    "startMs": 2484160,
    "text": "agent to decide how to implement things and when they need to do it in code"
  },
  {
    "startMs": 2487109,
    "text": "and when they need to do it in code"
  },
  {
    "startMs": 2487119,
    "text": "and when they need to do it in code versus when it like you should just"
  },
  {
    "startMs": 2489430,
    "text": "versus when it like you should just"
  },
  {
    "startMs": 2489440,
    "text": "versus when it like you should just build something on the side, you're"
  },
  {
    "startMs": 2491510,
    "text": "build something on the side, you're"
  },
  {
    "startMs": 2491520,
    "text": "build something on the side, you're going to have a little bit of a big miss"
  },
  {
    "startMs": 2494950,
    "text": "going to have a little bit of a big miss"
  },
  {
    "startMs": 2494960,
    "text": "going to have a little bit of a big miss ratio like hit or miss."
  },
  {
    "startMs": 2496309,
    "text": "ratio like hit or miss."
  },
  {
    "startMs": 2496319,
    "text": "ratio like hit or miss. Yeah. Yeah. I I guess what I'm asking is"
  },
  {
    "startMs": 2498309,
    "text": "Yeah. Yeah. I I guess what I'm asking is"
  },
  {
    "startMs": 2498319,
    "text": "Yeah. Yeah. I I guess what I'm asking is if this is why quoted no good"
  },
  {
    "startMs": 2500230,
    "text": "if this is why quoted no good"
  },
  {
    "startMs": 2500240,
    "text": "if this is why quoted no good engineering practices were applied. I"
  },
  {
    "startMs": 2502230,
    "text": "engineering practices were applied. I"
  },
  {
    "startMs": 2502240,
    "text": "engineering practices were applied. I get this part. Do you have like a"
  },
  {
    "startMs": 2503829,
    "text": "get this part. Do you have like a"
  },
  {
    "startMs": 2503839,
    "text": "get this part. Do you have like a product that that was tested?"
  },
  {
    "startMs": 2506790,
    "text": "product that that was tested?"
  },
  {
    "startMs": 2506800,
    "text": "product that that was tested? We we I'm going to do the the uh ad"
  },
  {
    "startMs": 2510390,
    "text": "We we I'm going to do the the uh ad"
  },
  {
    "startMs": 2510400,
    "text": "We we I'm going to do the the uh ad again. Uh tomorrow we're going to have a"
  },
  {
    "startMs": 2512150,
    "text": "again. Uh tomorrow we're going to have a"
  },
  {
    "startMs": 2512160,
    "text": "again. Uh tomorrow we're going to have a breakout session in the morning where"
  },
  {
    "startMs": 2513510,
    "text": "breakout session in the morning where"
  },
  {
    "startMs": 2513520,
    "text": "breakout session in the morning where we're going to talk about uh what we"
  },
  {
    "startMs": 2515430,
    "text": "we're going to talk about uh what we"
  },
  {
    "startMs": 2515440,
    "text": "we're going to talk about uh what we build at Monzo that applies some of"
  },
  {
    "startMs": 2517990,
    "text": "build at Monzo that applies some of"
  },
  {
    "startMs": 2518000,
    "text": "build at Monzo that applies some of these principles. uh but yeah I think"
  },
  {
    "startMs": 2520309,
    "text": "these principles. uh but yeah I think"
  },
  {
    "startMs": 2520319,
    "text": "these principles. uh but yeah I think the what is behind when we say like the"
  },
  {
    "startMs": 2522950,
    "text": "the what is behind when we say like the"
  },
  {
    "startMs": 2522960,
    "text": "the what is behind when we say like the harness being voded I think it's more"
  },
  {
    "startMs": 2524550,
    "text": "harness being voded I think it's more"
  },
  {
    "startMs": 2524560,
    "text": "harness being voded I think it's more about the implementation detail of like"
  },
  {
    "startMs": 2526710,
    "text": "about the implementation detail of like"
  },
  {
    "startMs": 2526720,
    "text": "about the implementation detail of like abstractions methods the actual code uh"
  },
  {
    "startMs": 2530470,
    "text": "abstractions methods the actual code uh"
  },
  {
    "startMs": 2530480,
    "text": "abstractions methods the actual code uh but the principles of mixing the"
  },
  {
    "startMs": 2532470,
    "text": "but the principles of mixing the"
  },
  {
    "startMs": 2532480,
    "text": "but the principles of mixing the determinism and the non-determinism are"
  },
  {
    "startMs": 2535430,
    "text": "determinism and the non-determinism are"
  },
  {
    "startMs": 2535440,
    "text": "determinism and the non-determinism are the same regardless if that makes sense"
  },
  {
    "startMs": 2538230,
    "text": "the same regardless if that makes sense"
  },
  {
    "startMs": 2538240,
    "text": "the same regardless if that makes sense thank you"
  },
  {
    "startMs": 2541270,
    "text": "thank you"
  },
  {
    "startMs": 2541280,
    "text": "thank you uh and another thing another thing that"
  },
  {
    "startMs": 2543910,
    "text": "uh and another thing another thing that"
  },
  {
    "startMs": 2543920,
    "text": "uh and another thing another thing that signals that this is a a good principle"
  },
  {
    "startMs": 2547510,
    "text": "signals that this is a a good principle"
  },
  {
    "startMs": 2547520,
    "text": "signals that this is a a good principle to consider"
  },
  {
    "startMs": 2549589,
    "text": "to consider"
  },
  {
    "startMs": 2549599,
    "text": "to consider on over the last what year or so most of"
  },
  {
    "startMs": 2553589,
    "text": "on over the last what year or so most of"
  },
  {
    "startMs": 2553599,
    "text": "on over the last what year or so most of the agents have started to do more"
  },
  {
    "startMs": 2555990,
    "text": "the agents have started to do more"
  },
  {
    "startMs": 2556000,
    "text": "the agents have started to do more aggressive tool calling and building"
  },
  {
    "startMs": 2557670,
    "text": "aggressive tool calling and building"
  },
  {
    "startMs": 2557680,
    "text": "aggressive tool calling and building their own tools to solve calculations in"
  },
  {
    "startMs": 2559670,
    "text": "their own tools to solve calculations in"
  },
  {
    "startMs": 2559680,
    "text": "their own tools to solve calculations in a more deterministic way"
  },
  {
    "startMs": 2562390,
    "text": "a more deterministic way"
  },
  {
    "startMs": 2562400,
    "text": "a more deterministic way and honestly agents are just getting"
  },
  {
    "startMs": 2564710,
    "text": "and honestly agents are just getting"
  },
  {
    "startMs": 2564720,
    "text": "and honestly agents are just getting better right so we could just wait and"
  },
  {
    "startMs": 2566710,
    "text": "better right so we could just wait and"
  },
  {
    "startMs": 2566720,
    "text": "better right so we could just wait and then all the problems are solved the one"
  },
  {
    "startMs": 2568870,
    "text": "then all the problems are solved the one"
  },
  {
    "startMs": 2568880,
    "text": "then all the problems are solved the one challenge I have with that mindset is"
  },
  {
    "startMs": 2571270,
    "text": "challenge I have with that mindset is"
  },
  {
    "startMs": 2571280,
    "text": "challenge I have with that mindset is that h it will create stuff on the on"
  },
  {
    "startMs": 2574950,
    "text": "that h it will create stuff on the on"
  },
  {
    "startMs": 2574960,
    "text": "that h it will create stuff on the on the go like in flight so Yes, you may"
  },
  {
    "startMs": 2578470,
    "text": "the go like in flight so Yes, you may"
  },
  {
    "startMs": 2578480,
    "text": "the go like in flight so Yes, you may get the right code for the right problem"
  },
  {
    "startMs": 2581109,
    "text": "get the right code for the right problem"
  },
  {
    "startMs": 2581119,
    "text": "get the right code for the right problem at an at a point in time, but maybe the"
  },
  {
    "startMs": 2583750,
    "text": "at an at a point in time, but maybe the"
  },
  {
    "startMs": 2583760,
    "text": "at an at a point in time, but maybe the time number 100, you run it, turns out"
  },
  {
    "startMs": 2586550,
    "text": "time number 100, you run it, turns out"
  },
  {
    "startMs": 2586560,
    "text": "time number 100, you run it, turns out is inventing a new piece of code that"
  },
  {
    "startMs": 2588390,
    "text": "is inventing a new piece of code that"
  },
  {
    "startMs": 2588400,
    "text": "is inventing a new piece of code that didn't need to be reinvented. uh and"
  },
  {
    "startMs": 2590870,
    "text": "didn't need to be reinvented. uh and"
  },
  {
    "startMs": 2590880,
    "text": "didn't need to be reinvented. uh and other examples non-workrelated that I"
  },
  {
    "startMs": 2593030,
    "text": "other examples non-workrelated that I"
  },
  {
    "startMs": 2593040,
    "text": "other examples non-workrelated that I can share err are around like doing"
  },
  {
    "startMs": 2596470,
    "text": "can share err are around like doing"
  },
  {
    "startMs": 2596480,
    "text": "can share err are around like doing exactly that like I have a I don't want"
  },
  {
    "startMs": 2599750,
    "text": "exactly that like I have a I don't want"
  },
  {
    "startMs": 2599760,
    "text": "exactly that like I have a I don't want to say strict but semi-strict close of"
  },
  {
    "startMs": 2602790,
    "text": "to say strict but semi-strict close of"
  },
  {
    "startMs": 2602800,
    "text": "to say strict but semi-strict close of budget every month and I categorize"
  },
  {
    "startMs": 2605430,
    "text": "budget every month and I categorize"
  },
  {
    "startMs": 2605440,
    "text": "budget every month and I categorize everything in my statements"
  },
  {
    "startMs": 2607910,
    "text": "everything in my statements"
  },
  {
    "startMs": 2607920,
    "text": "everything in my statements I left it to the agent to decide how to"
  },
  {
    "startMs": 2610630,
    "text": "I left it to the agent to decide how to"
  },
  {
    "startMs": 2610640,
    "text": "I left it to the agent to decide how to do the categorization and how to do the"
  },
  {
    "startMs": 2612710,
    "text": "do the categorization and how to do the"
  },
  {
    "startMs": 2612720,
    "text": "do the categorization and how to do the aggregates and everything else and the"
  },
  {
    "startMs": 2614390,
    "text": "aggregates and everything else and the"
  },
  {
    "startMs": 2614400,
    "text": "aggregates and everything else and the refunds and expenses and at some point I"
  },
  {
    "startMs": 2616790,
    "text": "refunds and expenses and at some point I"
  },
  {
    "startMs": 2616800,
    "text": "refunds and expenses and at some point I was like no no no this needs to be a"
  },
  {
    "startMs": 2618150,
    "text": "was like no no no this needs to be a"
  },
  {
    "startMs": 2618160,
    "text": "was like no no no this needs to be a script because I'm gettinglight slightly"
  },
  {
    "startMs": 2620230,
    "text": "script because I'm gettinglight slightly"
  },
  {
    "startMs": 2620240,
    "text": "script because I'm gettinglight slightly different results every time and I'm"
  },
  {
    "startMs": 2621589,
    "text": "different results every time and I'm"
  },
  {
    "startMs": 2621599,
    "text": "different results every time and I'm spending more money more money and time"
  },
  {
    "startMs": 2624390,
    "text": "spending more money more money and time"
  },
  {
    "startMs": 2624400,
    "text": "spending more money more money and time uh wrangling with the agent to get it to"
  },
  {
    "startMs": 2627190,
    "text": "uh wrangling with the agent to get it to"
  },
  {
    "startMs": 2627200,
    "text": "uh wrangling with the agent to get it to give me the results that I wanted that"
  },
  {
    "startMs": 2628950,
    "text": "give me the results that I wanted that"
  },
  {
    "startMs": 2628960,
    "text": "give me the results that I wanted that it got right three times already but"
  },
  {
    "startMs": 2631270,
    "text": "it got right three times already but"
  },
  {
    "startMs": 2631280,
    "text": "it got right three times already but didn't get it right in the fourth erh so"
  },
  {
    "startMs": 2635990,
    "text": "didn't get it right in the fourth erh so"
  },
  {
    "startMs": 2636000,
    "text": "didn't get it right in the fourth erh so I don't want to repeat it again but make"
  },
  {
    "startMs": 2638309,
    "text": "I don't want to repeat it again but make"
  },
  {
    "startMs": 2638319,
    "text": "I don't want to repeat it again but make sure that we run the calculations"
  },
  {
    "startMs": 2641270,
    "text": "sure that we run the calculations"
  },
  {
    "startMs": 2641280,
    "text": "sure that we run the calculations you write the calculation once and then"
  },
  {
    "startMs": 2643270,
    "text": "you write the calculation once and then"
  },
  {
    "startMs": 2643280,
    "text": "you write the calculation once and then you run it every time you need it um"
  },
  {
    "startMs": 2647109,
    "text": "you run it every time you need it um"
  },
  {
    "startMs": 2647119,
    "text": "you run it every time you need it um and the model is able to pick the tools"
  },
  {
    "startMs": 2650950,
    "text": "and the model is able to pick the tools"
  },
  {
    "startMs": 2650960,
    "text": "and the model is able to pick the tools is you just need to make sure that your"
  },
  {
    "startMs": 2652630,
    "text": "is you just need to make sure that your"
  },
  {
    "startMs": 2652640,
    "text": "is you just need to make sure that your hardness makes it very strict that it's"
  },
  {
    "startMs": 2655109,
    "text": "hardness makes it very strict that it's"
  },
  {
    "startMs": 2655119,
    "text": "hardness makes it very strict that it's not going to do any arithmetic or try to"
  },
  {
    "startMs": 2657430,
    "text": "not going to do any arithmetic or try to"
  },
  {
    "startMs": 2657440,
    "text": "not going to do any arithmetic or try to solve these problems by just parsing"
  },
  {
    "startMs": 2660230,
    "text": "solve these problems by just parsing"
  },
  {
    "startMs": 2660240,
    "text": "solve these problems by just parsing tokens. Um so what can happen if you"
  },
  {
    "startMs": 2665910,
    "text": "tokens. Um so what can happen if you"
  },
  {
    "startMs": 2665920,
    "text": "tokens. Um so what can happen if you don't make sure that your calculations"
  },
  {
    "startMs": 2668710,
    "text": "don't make sure that your calculations"
  },
  {
    "startMs": 2668720,
    "text": "don't make sure that your calculations and everything that is deterministic"
  },
  {
    "startMs": 2670069,
    "text": "and everything that is deterministic"
  },
  {
    "startMs": 2670079,
    "text": "and everything that is deterministic runs in code they're in the thickest in"
  },
  {
    "startMs": 2672630,
    "text": "runs in code they're in the thickest in"
  },
  {
    "startMs": 2672640,
    "text": "runs in code they're in the thickest in the model's head. So it's gone once you"
  },
  {
    "startMs": 2674630,
    "text": "the model's head. So it's gone once you"
  },
  {
    "startMs": 2674640,
    "text": "the model's head. So it's gone once you start new session the new code for every"
  },
  {
    "startMs": 2677829,
    "text": "start new session the new code for every"
  },
  {
    "startMs": 2677839,
    "text": "start new session the new code for every new question and or new session and it"
  },
  {
    "startMs": 2680630,
    "text": "new question and or new session and it"
  },
  {
    "startMs": 2680640,
    "text": "new question and or new session and it becomes a mess and same question"
  },
  {
    "startMs": 2682870,
    "text": "becomes a mess and same question"
  },
  {
    "startMs": 2682880,
    "text": "becomes a mess and same question different answer non-determination again"
  },
  {
    "startMs": 2685030,
    "text": "different answer non-determination again"
  },
  {
    "startMs": 2685040,
    "text": "different answer non-determination again you're asking the stoastic machine to"
  },
  {
    "startMs": 2686710,
    "text": "you're asking the stoastic machine to"
  },
  {
    "startMs": 2686720,
    "text": "you're asking the stoastic machine to produce a consistent output so you're"
  },
  {
    "startMs": 2688870,
    "text": "produce a consistent output so you're"
  },
  {
    "startMs": 2688880,
    "text": "produce a consistent output so you're likely not going to get it. Um,"
  },
  {
    "startMs": 2692630,
    "text": "likely not going to get it. Um,"
  },
  {
    "startMs": 2692640,
    "text": "likely not going to get it. Um, so here's some examples of things that"
  },
  {
    "startMs": 2696309,
    "text": "so here's some examples of things that"
  },
  {
    "startMs": 2696319,
    "text": "so here's some examples of things that have a way to be calculated, right? Like"
  },
  {
    "startMs": 2700390,
    "text": "have a way to be calculated, right? Like"
  },
  {
    "startMs": 2700400,
    "text": "have a way to be calculated, right? Like I'm sure if you ask 10 different"
  },
  {
    "startMs": 2703270,
    "text": "I'm sure if you ask 10 different"
  },
  {
    "startMs": 2703280,
    "text": "I'm sure if you ask 10 different financial services companies, they will"
  },
  {
    "startMs": 2705430,
    "text": "financial services companies, they will"
  },
  {
    "startMs": 2705440,
    "text": "financial services companies, they will have a slightly different way of doing"
  },
  {
    "startMs": 2707670,
    "text": "have a slightly different way of doing"
  },
  {
    "startMs": 2707680,
    "text": "have a slightly different way of doing these things, but the general formula,"
  },
  {
    "startMs": 2709589,
    "text": "these things, but the general formula,"
  },
  {
    "startMs": 2709599,
    "text": "these things, but the general formula, the general idea is the same. So you"
  },
  {
    "startMs": 2711589,
    "text": "the general idea is the same. So you"
  },
  {
    "startMs": 2711599,
    "text": "the general idea is the same. So you could realistically export a library,"
  },
  {
    "startMs": 2714470,
    "text": "could realistically export a library,"
  },
  {
    "startMs": 2714480,
    "text": "could realistically export a library, write it once, update it, and these"
  },
  {
    "startMs": 2717589,
    "text": "write it once, update it, and these"
  },
  {
    "startMs": 2717599,
    "text": "write it once, update it, and these things are not new. they saw from like"
  },
  {
    "startMs": 2719430,
    "text": "things are not new. they saw from like"
  },
  {
    "startMs": 2719440,
    "text": "things are not new. they saw from like software good practices. So demo again"
  },
  {
    "startMs": 2723270,
    "text": "software good practices. So demo again"
  },
  {
    "startMs": 2723280,
    "text": "software good practices. So demo again if we just want to go to the seated"
  },
  {
    "startMs": 2725910,
    "text": "if we just want to go to the seated"
  },
  {
    "startMs": 2725920,
    "text": "if we just want to go to the seated example"
  },
  {
    "startMs": 2729119,
    "text": "h"
  },
  {
    "startMs": 2731190,
    "text": "h"
  },
  {
    "startMs": 2731200,
    "text": "h in the"
  },
  {
    "startMs": 2733270,
    "text": "in the"
  },
  {
    "startMs": 2733280,
    "text": "in the can you highlight this? Okay."
  },
  {
    "startMs": 2737109,
    "text": "can you highlight this? Okay."
  },
  {
    "startMs": 2737119,
    "text": "can you highlight this? Okay. So again just using this h you can see"
  },
  {
    "startMs": 2740150,
    "text": "So again just using this h you can see"
  },
  {
    "startMs": 2740160,
    "text": "So again just using this h you can see how the nodes in your decision making"
  },
  {
    "startMs": 2743030,
    "text": "how the nodes in your decision making"
  },
  {
    "startMs": 2743040,
    "text": "how the nodes in your decision making process um some of them needed to be"
  },
  {
    "startMs": 2746470,
    "text": "process um some of them needed to be"
  },
  {
    "startMs": 2746480,
    "text": "process um some of them needed to be implemented as code and I think the one"
  },
  {
    "startMs": 2749109,
    "text": "implemented as code and I think the one"
  },
  {
    "startMs": 2749119,
    "text": "implemented as code and I think the one of the easiest way to check is if it's a"
  },
  {
    "startMs": 2751990,
    "text": "of the easiest way to check is if it's a"
  },
  {
    "startMs": 2752000,
    "text": "of the easiest way to check is if it's a calculation likely it has to be"
  },
  {
    "startMs": 2753510,
    "text": "calculation likely it has to be"
  },
  {
    "startMs": 2753520,
    "text": "calculation likely it has to be implemented as code right uh as well as"
  },
  {
    "startMs": 2756230,
    "text": "implemented as code right uh as well as"
  },
  {
    "startMs": 2756240,
    "text": "implemented as code right uh as well as some testing unit testing golden"
  },
  {
    "startMs": 2758550,
    "text": "some testing unit testing golden"
  },
  {
    "startMs": 2758560,
    "text": "some testing unit testing golden examples etc. the you should build trust"
  },
  {
    "startMs": 2762550,
    "text": "examples etc. the you should build trust"
  },
  {
    "startMs": 2762560,
    "text": "examples etc. the you should build trust with your agent when you're building a"
  },
  {
    "startMs": 2765109,
    "text": "with your agent when you're building a"
  },
  {
    "startMs": 2765119,
    "text": "with your agent when you're building a harness like this by making sure that"
  },
  {
    "startMs": 2767109,
    "text": "harness like this by making sure that"
  },
  {
    "startMs": 2767119,
    "text": "harness like this by making sure that the information you care about about its"
  },
  {
    "startMs": 2769430,
    "text": "the information you care about about its"
  },
  {
    "startMs": 2769440,
    "text": "the information you care about about its implementation"
  },
  {
    "startMs": 2770950,
    "text": "implementation"
  },
  {
    "startMs": 2770960,
    "text": "implementation it's in front of you. Another example of"
  },
  {
    "startMs": 2773349,
    "text": "it's in front of you. Another example of"
  },
  {
    "startMs": 2773359,
    "text": "it's in front of you. Another example of how this has looked in the wild is"
  },
  {
    "startMs": 2776150,
    "text": "how this has looked in the wild is"
  },
  {
    "startMs": 2776160,
    "text": "how this has looked in the wild is giving you versions of the code. Your"
  },
  {
    "startMs": 2778790,
    "text": "giving you versions of the code. Your"
  },
  {
    "startMs": 2778800,
    "text": "giving you versions of the code. Your your code is more likely versioned. If"
  },
  {
    "startMs": 2781750,
    "text": "your code is more likely versioned. If"
  },
  {
    "startMs": 2781760,
    "text": "your code is more likely versioned. If anything change with the version of the"
  },
  {
    "startMs": 2783510,
    "text": "anything change with the version of the"
  },
  {
    "startMs": 2783520,
    "text": "anything change with the version of the code and you're trying to run the same"
  },
  {
    "startMs": 2784950,
    "text": "code and you're trying to run the same"
  },
  {
    "startMs": 2784960,
    "text": "code and you're trying to run the same process, the agent should be able to"
  },
  {
    "startMs": 2786790,
    "text": "process, the agent should be able to"
  },
  {
    "startMs": 2786800,
    "text": "process, the agent should be able to pick it up and surface that information"
  },
  {
    "startMs": 2788870,
    "text": "pick it up and surface that information"
  },
  {
    "startMs": 2788880,
    "text": "pick it up and surface that information to you and say actually this code change"
  },
  {
    "startMs": 2791589,
    "text": "to you and say actually this code change"
  },
  {
    "startMs": 2791599,
    "text": "to you and say actually this code change you probably even though the function is"
  },
  {
    "startMs": 2793750,
    "text": "you probably even though the function is"
  },
  {
    "startMs": 2793760,
    "text": "you probably even though the function is the same you probably shouldn't trust uh"
  },
  {
    "startMs": 2796150,
    "text": "the same you probably shouldn't trust uh"
  },
  {
    "startMs": 2796160,
    "text": "the same you probably shouldn't trust uh what's coming out of this because the"
  },
  {
    "startMs": 2798950,
    "text": "what's coming out of this because the"
  },
  {
    "startMs": 2798960,
    "text": "what's coming out of this because the whatever calculation h is different now."
  },
  {
    "startMs": 2801750,
    "text": "whatever calculation h is different now."
  },
  {
    "startMs": 2801760,
    "text": "whatever calculation h is different now. So as you're working with the with the"
  },
  {
    "startMs": 2805270,
    "text": "So as you're working with the with the"
  },
  {
    "startMs": 2805280,
    "text": "So as you're working with the with the harness and you accepted the plan, you"
  },
  {
    "startMs": 2808390,
    "text": "harness and you accepted the plan, you"
  },
  {
    "startMs": 2808400,
    "text": "harness and you accepted the plan, you have a nice graph like this being built,"
  },
  {
    "startMs": 2811910,
    "text": "have a nice graph like this being built,"
  },
  {
    "startMs": 2811920,
    "text": "have a nice graph like this being built, you will get something at the top"
  },
  {
    "startMs": 2813670,
    "text": "you will get something at the top"
  },
  {
    "startMs": 2813680,
    "text": "you will get something at the top saying, do you want me to build the"
  },
  {
    "startMs": 2815750,
    "text": "saying, do you want me to build the"
  },
  {
    "startMs": 2815760,
    "text": "saying, do you want me to build the code? H and it will do it for you. And"
  },
  {
    "startMs": 2819270,
    "text": "code? H and it will do it for you. And"
  },
  {
    "startMs": 2819280,
    "text": "code? H and it will do it for you. And again, it's all guided. That's the point"
  },
  {
    "startMs": 2820950,
    "text": "again, it's all guided. That's the point"
  },
  {
    "startMs": 2820960,
    "text": "again, it's all guided. That's the point of a hardness that it guides things."
  },
  {
    "startMs": 2824390,
    "text": "of a hardness that it guides things."
  },
  {
    "startMs": 2824400,
    "text": "of a hardness that it guides things. Erh, is anyone"
  },
  {
    "startMs": 2827750,
    "text": "Erh, is anyone"
  },
  {
    "startMs": 2827760,
    "text": "Erh, is anyone building any of the steps on their plan?"
  },
  {
    "startMs": 2833109,
    "text": "building any of the steps on their plan?"
  },
  {
    "startMs": 2833119,
    "text": "building any of the steps on their plan? Is that okay?"
  },
  {
    "startMs": 2834390,
    "text": "Is that okay?"
  },
  {
    "startMs": 2834400,
    "text": "Is that okay? Yeah. Yeah. Cool."
  },
  {
    "startMs": 2837829,
    "text": "Yeah. Yeah. Cool."
  },
  {
    "startMs": 2837839,
    "text": "Yeah. Yeah. Cool. I switch to focus."
  },
  {
    "startMs": 2839510,
    "text": "I switch to focus."
  },
  {
    "startMs": 2839520,
    "text": "I switch to focus. Okay. Yeah. [laughter]"
  },
  {
    "startMs": 2841670,
    "text": "Okay. Yeah. [laughter]"
  },
  {
    "startMs": 2841680,
    "text": "Okay. Yeah. [laughter] Fair enough."
  },
  {
    "startMs": 2842309,
    "text": "Fair enough."
  },
  {
    "startMs": 2842319,
    "text": "Fair enough. Fair. Fair."
  },
  {
    "startMs": 2848480,
    "text": "Cool. So if you're following on the"
  },
  {
    "startMs": 2851349,
    "text": "Cool. So if you're following on the"
  },
  {
    "startMs": 2851359,
    "text": "Cool. So if you're following on the wedding example, you can try a few"
  },
  {
    "startMs": 2854309,
    "text": "wedding example, you can try a few"
  },
  {
    "startMs": 2854319,
    "text": "wedding example, you can try a few things. Click on step one, then code,"
  },
  {
    "startMs": 2857829,
    "text": "things. Click on step one, then code,"
  },
  {
    "startMs": 2857839,
    "text": "things. Click on step one, then code, and then the test and run the tests now."
  },
  {
    "startMs": 2867440,
    "text": "Tests here."
  },
  {
    "startMs": 2868710,
    "text": "Tests here."
  },
  {
    "startMs": 2868720,
    "text": "Tests here. Yeah."
  },
  {
    "startMs": 2872560,
    "text": "95."
  },
  {
    "startMs": 2875510,
    "text": "95."
  },
  {
    "startMs": 2875520,
    "text": "95. Sorry, what time is it?"
  },
  {
    "startMs": 2876870,
    "text": "Sorry, what time is it?"
  },
  {
    "startMs": 2876880,
    "text": "Sorry, what time is it? 9:54. [laughter] Okay, good. Um, but"
  },
  {
    "startMs": 2880550,
    "text": "9:54. [laughter] Okay, good. Um, but"
  },
  {
    "startMs": 2880560,
    "text": "9:54. [laughter] Okay, good. Um, but yeah, the the the"
  },
  {
    "startMs": 2883430,
    "text": "yeah, the the the"
  },
  {
    "startMs": 2883440,
    "text": "yeah, the the the principle here and just going back to"
  },
  {
    "startMs": 2885109,
    "text": "principle here and just going back to"
  },
  {
    "startMs": 2885119,
    "text": "principle here and just going back to try and tie everything up together, you"
  },
  {
    "startMs": 2887510,
    "text": "try and tie everything up together, you"
  },
  {
    "startMs": 2887520,
    "text": "try and tie everything up together, you shouldn't rely on you remembering to run"
  },
  {
    "startMs": 2890230,
    "text": "shouldn't rely on you remembering to run"
  },
  {
    "startMs": 2890240,
    "text": "shouldn't rely on you remembering to run the test. You shouldn't rely on you"
  },
  {
    "startMs": 2892309,
    "text": "the test. You shouldn't rely on you"
  },
  {
    "startMs": 2892319,
    "text": "the test. You shouldn't rely on you remembering that, hey, this this sounds"
  },
  {
    "startMs": 2894550,
    "text": "remembering that, hey, this this sounds"
  },
  {
    "startMs": 2894560,
    "text": "remembering that, hey, this this sounds like I can h create some code to solve"
  },
  {
    "startMs": 2898230,
    "text": "like I can h create some code to solve"
  },
  {
    "startMs": 2898240,
    "text": "like I can h create some code to solve it every time. The agent should guide"
  },
  {
    "startMs": 2900550,
    "text": "it every time. The agent should guide"
  },
  {
    "startMs": 2900560,
    "text": "it every time. The agent should guide you through it. And that's one of the"
  },
  {
    "startMs": 2902309,
    "text": "you through it. And that's one of the"
  },
  {
    "startMs": 2902319,
    "text": "you through it. And that's one of the principles we baked into building this."
  },
  {
    "startMs": 2905030,
    "text": "principles we baked into building this."
  },
  {
    "startMs": 2905040,
    "text": "principles we baked into building this. Uh, as an aside, I think we were telling"
  },
  {
    "startMs": 2907750,
    "text": "Uh, as an aside, I think we were telling"
  },
  {
    "startMs": 2907760,
    "text": "Uh, as an aside, I think we were telling you, uh, there's a little extra file in"
  },
  {
    "startMs": 2911030,
    "text": "you, uh, there's a little extra file in"
  },
  {
    "startMs": 2911040,
    "text": "you, uh, there's a little extra file in the repo that says build yours or"
  },
  {
    "startMs": 2914230,
    "text": "the repo that says build yours or"
  },
  {
    "startMs": 2914240,
    "text": "the repo that says build yours or something."
  },
  {
    "startMs": 2915109,
    "text": "something."
  },
  {
    "startMs": 2915119,
    "text": "something. Um, it essentially has all the"
  },
  {
    "startMs": 2917190,
    "text": "Um, it essentially has all the"
  },
  {
    "startMs": 2917200,
    "text": "Um, it essentially has all the principles baked in in order and it will"
  },
  {
    "startMs": 2919910,
    "text": "principles baked in in order and it will"
  },
  {
    "startMs": 2919920,
    "text": "principles baked in in order and it will guide you on building a [snorts] similar"
  },
  {
    "startMs": 2923670,
    "text": "guide you on building a [snorts] similar"
  },
  {
    "startMs": 2923680,
    "text": "guide you on building a [snorts] similar hardness."
  },
  {
    "startMs": 2925109,
    "text": "hardness."
  },
  {
    "startMs": 2925119,
    "text": "hardness. It's built"
  },
  {
    "startMs": 2927750,
    "text": "It's built"
  },
  {
    "startMs": 2927760,
    "text": "It's built your own."
  },
  {
    "startMs": 2928870,
    "text": "your own."
  },
  {
    "startMs": 2928880,
    "text": "your own. There you go."
  },
  {
    "startMs": 2932720,
    "text": "Yeah. So yeah, it will guide you on"
  },
  {
    "startMs": 2935349,
    "text": "Yeah. So yeah, it will guide you on"
  },
  {
    "startMs": 2935359,
    "text": "Yeah. So yeah, it will guide you on building something that feels similar to"
  },
  {
    "startMs": 2937430,
    "text": "building something that feels similar to"
  },
  {
    "startMs": 2937440,
    "text": "building something that feels similar to the harness we're showing you that"
  },
  {
    "startMs": 2940069,
    "text": "the harness we're showing you that"
  },
  {
    "startMs": 2940079,
    "text": "the harness we're showing you that prioritizes trust building mechanisms"
  },
  {
    "startMs": 2943430,
    "text": "prioritizes trust building mechanisms"
  },
  {
    "startMs": 2943440,
    "text": "prioritizes trust building mechanisms over just giving you something that"
  },
  {
    "startMs": 2945109,
    "text": "over just giving you something that"
  },
  {
    "startMs": 2945119,
    "text": "over just giving you something that looks correct. So you can try this. The"
  },
  {
    "startMs": 2947524,
    "text": "looks correct. So you can try this. The"
  },
  {
    "startMs": 2947534,
    "text": "looks correct. So you can try this. The [snorts] test should be passing. You"
  },
  {
    "startMs": 2949589,
    "text": "[snorts] test should be passing. You"
  },
  {
    "startMs": 2949599,
    "text": "[snorts] test should be passing. You will notice that there was no thinking,"
  },
  {
    "startMs": 2953589,
    "text": "will notice that there was no thinking,"
  },
  {
    "startMs": 2953599,
    "text": "will notice that there was no thinking, perusing,"
  },
  {
    "startMs": 2956230,
    "text": "perusing,"
  },
  {
    "startMs": 2956240,
    "text": "perusing, all the verbs that agents put when"
  },
  {
    "startMs": 2958549,
    "text": "all the verbs that agents put when"
  },
  {
    "startMs": 2958559,
    "text": "all the verbs that agents put when they're loading something. Yeah. because"
  },
  {
    "startMs": 2961270,
    "text": "they're loading something. Yeah. because"
  },
  {
    "startMs": 2961280,
    "text": "they're loading something. Yeah. because these are just tests that need to run in"
  },
  {
    "startMs": 2963270,
    "text": "these are just tests that need to run in"
  },
  {
    "startMs": 2963280,
    "text": "these are just tests that need to run in your environment. Don't overengineer it."
  },
  {
    "startMs": 2967990,
    "text": "your environment. Don't overengineer it."
  },
  {
    "startMs": 2968000,
    "text": "your environment. Don't overengineer it. Funny that I'm saying that, but it's"
  },
  {
    "startMs": 2970710,
    "text": "Funny that I'm saying that, but it's"
  },
  {
    "startMs": 2970720,
    "text": "Funny that I'm saying that, but it's easier if all the components of your"
  },
  {
    "startMs": 2973270,
    "text": "easier if all the components of your"
  },
  {
    "startMs": 2973280,
    "text": "easier if all the components of your harness just work together as they"
  },
  {
    "startMs": 2975349,
    "text": "harness just work together as they"
  },
  {
    "startMs": 2975359,
    "text": "harness just work together as they should and not based on like hopes and"
  },
  {
    "startMs": 2978069,
    "text": "should and not based on like hopes and"
  },
  {
    "startMs": 2978079,
    "text": "should and not based on like hopes and dreams and magic glue from an agent"
  },
  {
    "startMs": 2980470,
    "text": "dreams and magic glue from an agent"
  },
  {
    "startMs": 2980480,
    "text": "dreams and magic glue from an agent orchestrating things together."
  },
  {
    "startMs": 2982069,
    "text": "orchestrating things together."
  },
  {
    "startMs": 2982079,
    "text": "orchestrating things together. I think we had a question."
  },
  {
    "startMs": 2998880,
    "text": "Erh, so"
  },
  {
    "startMs": 3001190,
    "text": "Erh, so"
  },
  {
    "startMs": 3001200,
    "text": "Erh, so if we Yeah,"
  },
  {
    "startMs": 3003670,
    "text": "if we Yeah,"
  },
  {
    "startMs": 3003680,
    "text": "if we Yeah, I mean we can do that, but I'd rather"
  },
  {
    "startMs": 3005030,
    "text": "I mean we can do that, but I'd rather"
  },
  {
    "startMs": 3005040,
    "text": "I mean we can do that, but I'd rather not do a reading session."
  },
  {
    "startMs": 3007349,
    "text": "not do a reading session."
  },
  {
    "startMs": 3007359,
    "text": "not do a reading session. Basically, it it all goes about h"
  },
  {
    "startMs": 3010470,
    "text": "Basically, it it all goes about h"
  },
  {
    "startMs": 3010480,
    "text": "Basically, it it all goes about h figuring out what you actually care"
  },
  {
    "startMs": 3011910,
    "text": "figuring out what you actually care"
  },
  {
    "startMs": 3011920,
    "text": "figuring out what you actually care about and what are the functional"
  },
  {
    "startMs": 3013190,
    "text": "about and what are the functional"
  },
  {
    "startMs": 3013200,
    "text": "about and what are the functional requirements for a functioning harness."
  },
  {
    "startMs": 3016230,
    "text": "requirements for a functioning harness."
  },
  {
    "startMs": 3016240,
    "text": "requirements for a functioning harness. H I'm sprinkling some of that through"
  },
  {
    "startMs": 3018390,
    "text": "H I'm sprinkling some of that through"
  },
  {
    "startMs": 3018400,
    "text": "H I'm sprinkling some of that through the conversation. Again, need to avoid"
  },
  {
    "startMs": 3020630,
    "text": "the conversation. Again, need to avoid"
  },
  {
    "startMs": 3020640,
    "text": "the conversation. Again, need to avoid oversharing a little bit because of IP."
  },
  {
    "startMs": 3023670,
    "text": "oversharing a little bit because of IP."
  },
  {
    "startMs": 3023680,
    "text": "oversharing a little bit because of IP. Uh but you want to make sure that the"
  },
  {
    "startMs": 3027190,
    "text": "Uh but you want to make sure that the"
  },
  {
    "startMs": 3027200,
    "text": "Uh but you want to make sure that the objectives of each of the steps when"
  },
  {
    "startMs": 3029829,
    "text": "objectives of each of the steps when"
  },
  {
    "startMs": 3029839,
    "text": "objectives of each of the steps when you're building the parts that will make"
  },
  {
    "startMs": 3031829,
    "text": "you're building the parts that will make"
  },
  {
    "startMs": 3031839,
    "text": "you're building the parts that will make up the behavior of your hardness have an"
  },
  {
    "startMs": 3034870,
    "text": "up the behavior of your hardness have an"
  },
  {
    "startMs": 3034880,
    "text": "up the behavior of your hardness have an intent. The intent of one of the first"
  },
  {
    "startMs": 3037430,
    "text": "intent. The intent of one of the first"
  },
  {
    "startMs": 3037440,
    "text": "intent. The intent of one of the first components is gathering as much"
  },
  {
    "startMs": 3039190,
    "text": "components is gathering as much"
  },
  {
    "startMs": 3039200,
    "text": "components is gathering as much information as possible to come up with"
  },
  {
    "startMs": 3040950,
    "text": "information as possible to come up with"
  },
  {
    "startMs": 3040960,
    "text": "information as possible to come up with a plan. And that is written in here as"
  },
  {
    "startMs": 3043829,
    "text": "a plan. And that is written in here as"
  },
  {
    "startMs": 3043839,
    "text": "a plan. And that is written in here as well. So this is basically instructions"
  },
  {
    "startMs": 3046069,
    "text": "well. So this is basically instructions"
  },
  {
    "startMs": 3046079,
    "text": "well. So this is basically instructions for instructions. It's the IKEA guide."
  },
  {
    "startMs": 3049829,
    "text": "for instructions. It's the IKEA guide."
  },
  {
    "startMs": 3049839,
    "text": "for instructions. It's the IKEA guide. Um it is supposed to guide you very"
  },
  {
    "startMs": 3052069,
    "text": "Um it is supposed to guide you very"
  },
  {
    "startMs": 3052079,
    "text": "Um it is supposed to guide you very nicely on these are the things you"
  },
  {
    "startMs": 3054630,
    "text": "nicely on these are the things you"
  },
  {
    "startMs": 3054640,
    "text": "nicely on these are the things you should care about but but then you can"
  },
  {
    "startMs": 3056950,
    "text": "should care about but but then you can"
  },
  {
    "startMs": 3056960,
    "text": "should care about but but then you can pick uh your preference on how they get"
  },
  {
    "startMs": 3059829,
    "text": "pick uh your preference on how they get"
  },
  {
    "startMs": 3059839,
    "text": "pick uh your preference on how they get implemented."
  },
  {
    "startMs": 3063760,
    "text": "Question. So how is this different from"
  },
  {
    "startMs": 3066630,
    "text": "Question. So how is this different from"
  },
  {
    "startMs": 3066640,
    "text": "Question. So how is this different from let's say the specdriven development"
  },
  {
    "startMs": 3069270,
    "text": "let's say the specdriven development"
  },
  {
    "startMs": 3069280,
    "text": "let's say the specdriven development expected something like that which is"
  },
  {
    "startMs": 3071030,
    "text": "expected something like that which is"
  },
  {
    "startMs": 3071040,
    "text": "expected something like that which is also linear from starting from all the"
  },
  {
    "startMs": 3074230,
    "text": "also linear from starting from all the"
  },
  {
    "startMs": 3074240,
    "text": "also linear from starting from all the questions from you starting from idea"
  },
  {
    "startMs": 3076870,
    "text": "questions from you starting from idea"
  },
  {
    "startMs": 3076880,
    "text": "questions from you starting from idea all the way to the end and how is it"
  },
  {
    "startMs": 3079109,
    "text": "all the way to the end and how is it"
  },
  {
    "startMs": 3079119,
    "text": "all the way to the end and how is it different to this one is different to"
  },
  {
    "startMs": 3081190,
    "text": "different to this one is different to"
  },
  {
    "startMs": 3081200,
    "text": "different to this one is different to that"
  },
  {
    "startMs": 3081990,
    "text": "that"
  },
  {
    "startMs": 3082000,
    "text": "that do you mind if I come to that um I I"
  },
  {
    "startMs": 3085430,
    "text": "do you mind if I come to that um I I"
  },
  {
    "startMs": 3085440,
    "text": "do you mind if I come to that um I I want to mention two things that I think"
  },
  {
    "startMs": 3087109,
    "text": "want to mention two things that I think"
  },
  {
    "startMs": 3087119,
    "text": "want to mention two things that I think are are relevant here um I think the"
  },
  {
    "startMs": 3089030,
    "text": "are are relevant here um I think the"
  },
  {
    "startMs": 3089040,
    "text": "are are relevant here um I think the first one is when we're building a"
  },
  {
    "startMs": 3091030,
    "text": "first one is when we're building a"
  },
  {
    "startMs": 3091040,
    "text": "first one is when we're building a harness for a specific type of use case"
  },
  {
    "startMs": 3093670,
    "text": "harness for a specific type of use case"
  },
  {
    "startMs": 3093680,
    "text": "harness for a specific type of use case it's a bit different from the coding"
  },
  {
    "startMs": 3096069,
    "text": "it's a bit different from the coding"
  },
  {
    "startMs": 3096079,
    "text": "it's a bit different from the coding assistant world of agents because with"
  },
  {
    "startMs": 3097829,
    "text": "assistant world of agents because with"
  },
  {
    "startMs": 3097839,
    "text": "assistant world of agents because with the coding assistance we usually the"
  },
  {
    "startMs": 3100150,
    "text": "the coding assistance we usually the"
  },
  {
    "startMs": 3100160,
    "text": "the coding assistance we usually the code is a means to an end right like we"
  },
  {
    "startMs": 3102470,
    "text": "code is a means to an end right like we"
  },
  {
    "startMs": 3102480,
    "text": "code is a means to an end right like we we're building something that performs"
  },
  {
    "startMs": 3104790,
    "text": "we're building something that performs"
  },
  {
    "startMs": 3104800,
    "text": "we're building something that performs an action. It's a product, is a an app,"
  },
  {
    "startMs": 3107109,
    "text": "an action. It's a product, is a an app,"
  },
  {
    "startMs": 3107119,
    "text": "an action. It's a product, is a an app, whatever that is. Um, in this case, the"
  },
  {
    "startMs": 3109349,
    "text": "whatever that is. Um, in this case, the"
  },
  {
    "startMs": 3109359,
    "text": "whatever that is. Um, in this case, the agent is helping us like analyze, solve"
  },
  {
    "startMs": 3112309,
    "text": "agent is helping us like analyze, solve"
  },
  {
    "startMs": 3112319,
    "text": "agent is helping us like analyze, solve a problem, and work us through that. So,"
  },
  {
    "startMs": 3116150,
    "text": "a problem, and work us through that. So,"
  },
  {
    "startMs": 3116160,
    "text": "a problem, and work us through that. So, the the gigantic spec for this like"
  },
  {
    "startMs": 3120309,
    "text": "the the gigantic spec for this like"
  },
  {
    "startMs": 3120319,
    "text": "the the gigantic spec for this like let's say for Franchesco's wedding,"
  },
  {
    "startMs": 3122470,
    "text": "let's say for Franchesco's wedding,"
  },
  {
    "startMs": 3122480,
    "text": "let's say for Franchesco's wedding, things will change like it will evolve,"
  },
  {
    "startMs": 3124390,
    "text": "things will change like it will evolve,"
  },
  {
    "startMs": 3124400,
    "text": "things will change like it will evolve, it will change. And then if we go back"
  },
  {
    "startMs": 3126710,
    "text": "it will change. And then if we go back"
  },
  {
    "startMs": 3126720,
    "text": "it will change. And then if we go back to the everchanging spec, we are relying"
  },
  {
    "startMs": 3130549,
    "text": "to the everchanging spec, we are relying"
  },
  {
    "startMs": 3130559,
    "text": "to the everchanging spec, we are relying again on the determin on the"
  },
  {
    "startMs": 3132150,
    "text": "again on the determin on the"
  },
  {
    "startMs": 3132160,
    "text": "again on the determin on the non-determinism of the agent to"
  },
  {
    "startMs": 3134069,
    "text": "non-determinism of the agent to"
  },
  {
    "startMs": 3134079,
    "text": "non-determinism of the agent to interpret that that can be very very"
  },
  {
    "startMs": 3136309,
    "text": "interpret that that can be very very"
  },
  {
    "startMs": 3136319,
    "text": "interpret that that can be very very very um robust and perform this the the"
  },
  {
    "startMs": 3140790,
    "text": "very um robust and perform this the the"
  },
  {
    "startMs": 3140800,
    "text": "very um robust and perform this the the correct thing. So the harness"
  },
  {
    "startMs": 3142390,
    "text": "correct thing. So the harness"
  },
  {
    "startMs": 3142400,
    "text": "correct thing. So the harness essentially breaks down what would be"
  },
  {
    "startMs": 3145349,
    "text": "essentially breaks down what would be"
  },
  {
    "startMs": 3145359,
    "text": "essentially breaks down what would be the spec in opinionated sections if that"
  },
  {
    "startMs": 3149190,
    "text": "the spec in opinionated sections if that"
  },
  {
    "startMs": 3149200,
    "text": "the spec in opinionated sections if that makes sense. Um and I think the second"
  },
  {
    "startMs": 3151910,
    "text": "makes sense. Um and I think the second"
  },
  {
    "startMs": 3151920,
    "text": "makes sense. Um and I think the second thing to complement with that and is"
  },
  {
    "startMs": 3153510,
    "text": "thing to complement with that and is"
  },
  {
    "startMs": 3153520,
    "text": "thing to complement with that and is actually something I wanted to to like"
  },
  {
    "startMs": 3155829,
    "text": "actually something I wanted to to like"
  },
  {
    "startMs": 3155839,
    "text": "actually something I wanted to to like ground on our experience from data. I"
  },
  {
    "startMs": 3157910,
    "text": "ground on our experience from data. I"
  },
  {
    "startMs": 3157920,
    "text": "ground on our experience from data. I don't know how many of you work in data"
  },
  {
    "startMs": 3160390,
    "text": "don't know how many of you work in data"
  },
  {
    "startMs": 3160400,
    "text": "don't know how many of you work in data engineering analytics or anything like"
  },
  {
    "startMs": 3162470,
    "text": "engineering analytics or anything like"
  },
  {
    "startMs": 3162480,
    "text": "engineering analytics or anything like that. Yeah. I think something else that"
  },
  {
    "startMs": 3165190,
    "text": "that. Yeah. I think something else that"
  },
  {
    "startMs": 3165200,
    "text": "that. Yeah. I think something else that we bring from this word in these"
  },
  {
    "startMs": 3166710,
    "text": "we bring from this word in these"
  },
  {
    "startMs": 3166720,
    "text": "we bring from this word in these principles is the idea that um metric"
  },
  {
    "startMs": 3170470,
    "text": "principles is the idea that um metric"
  },
  {
    "startMs": 3170480,
    "text": "principles is the idea that um metric definitions and dimension definitions"
  },
  {
    "startMs": 3172710,
    "text": "definitions and dimension definitions"
  },
  {
    "startMs": 3172720,
    "text": "definitions and dimension definitions always change. like in our experience"
  },
  {
    "startMs": 3174710,
    "text": "always change. like in our experience"
  },
  {
    "startMs": 3174720,
    "text": "always change. like in our experience we've like [snorts] had many many many"
  },
  {
    "startMs": 3176630,
    "text": "we've like [snorts] had many many many"
  },
  {
    "startMs": 3176640,
    "text": "we've like [snorts] had many many many times and I'm sure many of you as well"
  },
  {
    "startMs": 3179190,
    "text": "times and I'm sure many of you as well"
  },
  {
    "startMs": 3179200,
    "text": "times and I'm sure many of you as well um that conversation were is this number"
  },
  {
    "startMs": 3181349,
    "text": "um that conversation were is this number"
  },
  {
    "startMs": 3181359,
    "text": "um that conversation were is this number correct? I don't know. It sounds like it"
  },
  {
    "startMs": 3184230,
    "text": "correct? I don't know. It sounds like it"
  },
  {
    "startMs": 3184240,
    "text": "correct? I don't know. It sounds like it is, but we're never sure and then if"
  },
  {
    "startMs": 3186309,
    "text": "is, but we're never sure and then if"
  },
  {
    "startMs": 3186319,
    "text": "is, but we're never sure and then if we're never sure, is the number correct?"
  },
  {
    "startMs": 3188150,
    "text": "we're never sure, is the number correct?"
  },
  {
    "startMs": 3188160,
    "text": "we're never sure, is the number correct? Um, I think this is also coming from"
  },
  {
    "startMs": 3189990,
    "text": "Um, I think this is also coming from"
  },
  {
    "startMs": 3190000,
    "text": "Um, I think this is also coming from that perspective is that to the point"
  },
  {
    "startMs": 3192950,
    "text": "that perspective is that to the point"
  },
  {
    "startMs": 3192960,
    "text": "that perspective is that to the point where we trust the agent as well as we"
  },
  {
    "startMs": 3195750,
    "text": "where we trust the agent as well as we"
  },
  {
    "startMs": 3195760,
    "text": "where we trust the agent as well as we trust a dashboard or a metric or a"
  },
  {
    "startMs": 3197589,
    "text": "trust a dashboard or a metric or a"
  },
  {
    "startMs": 3197599,
    "text": "trust a dashboard or a metric or a visualization. Um, we've reached"
  },
  {
    "startMs": 3199829,
    "text": "visualization. Um, we've reached"
  },
  {
    "startMs": 3199839,
    "text": "visualization. Um, we've reached alignment with it and the harness can"
  },
  {
    "startMs": 3202309,
    "text": "alignment with it and the harness can"
  },
  {
    "startMs": 3202319,
    "text": "alignment with it and the harness can continue guiding us into that alignment"
  },
  {
    "startMs": 3204710,
    "text": "continue guiding us into that alignment"
  },
  {
    "startMs": 3204720,
    "text": "continue guiding us into that alignment continuing to be true over time. But"
  },
  {
    "startMs": 3207349,
    "text": "continuing to be true over time. But"
  },
  {
    "startMs": 3207359,
    "text": "continuing to be true over time. But premises will change, source data will"
  },
  {
    "startMs": 3209430,
    "text": "premises will change, source data will"
  },
  {
    "startMs": 3209440,
    "text": "premises will change, source data will change, context will change. And then"
  },
  {
    "startMs": 3212069,
    "text": "change, context will change. And then"
  },
  {
    "startMs": 3212079,
    "text": "change, context will change. And then having the harness able to adapt to that"
  },
  {
    "startMs": 3215109,
    "text": "having the harness able to adapt to that"
  },
  {
    "startMs": 3215119,
    "text": "having the harness able to adapt to that is like recognizing that this change"
  },
  {
    "startMs": 3217349,
    "text": "is like recognizing that this change"
  },
  {
    "startMs": 3217359,
    "text": "is like recognizing that this change will be a thing um rather than having to"
  },
  {
    "startMs": 3222309,
    "text": "will be a thing um rather than having to"
  },
  {
    "startMs": 3222319,
    "text": "will be a thing um rather than having to every time pro prompt again and go back"
  },
  {
    "startMs": 3225589,
    "text": "every time pro prompt again and go back"
  },
  {
    "startMs": 3225599,
    "text": "every time pro prompt again and go back to the process. Does that make sense?"
  },
  {
    "startMs": 3229030,
    "text": "to the process. Does that make sense?"
  },
  {
    "startMs": 3229040,
    "text": "to the process. Does that make sense? Yep."
  },
  {
    "startMs": 3234160,
    "text": "Follow question on that. any complnt"
  },
  {
    "startMs": 3236549,
    "text": "Follow question on that. any complnt"
  },
  {
    "startMs": 3236559,
    "text": "Follow question on that. any complnt this perspective"
  },
  {
    "startMs": 3239510,
    "text": "this perspective"
  },
  {
    "startMs": 3239520,
    "text": "this perspective because most most workable thing you are"
  },
  {
    "startMs": 3243750,
    "text": "because most most workable thing you are"
  },
  {
    "startMs": 3243760,
    "text": "because most most workable thing you are developing something even though it's"
  },
  {
    "startMs": 3245910,
    "text": "developing something even though it's"
  },
  {
    "startMs": 3245920,
    "text": "developing something even though it's subject to change through different"
  },
  {
    "startMs": 3247910,
    "text": "subject to change through different"
  },
  {
    "startMs": 3247920,
    "text": "subject to change through different iterations you are developing something"
  },
  {
    "startMs": 3250549,
    "text": "iterations you are developing something"
  },
  {
    "startMs": 3250559,
    "text": "iterations you are developing something with"
  },
  {
    "startMs": 3252150,
    "text": "with"
  },
  {
    "startMs": 3252160,
    "text": "with an AI agent can be part of this flow as"
  },
  {
    "startMs": 3254309,
    "text": "an AI agent can be part of this flow as"
  },
  {
    "startMs": 3254319,
    "text": "an AI agent can be part of this flow as well"
  },
  {
    "startMs": 3254549,
    "text": "well"
  },
  {
    "startMs": 3254559,
    "text": "well absolutely use that this part this"
  },
  {
    "startMs": 3257270,
    "text": "absolutely use that this part this"
  },
  {
    "startMs": 3257280,
    "text": "absolutely use that this part this harness to do that it"
  },
  {
    "startMs": 3260549,
    "text": "harness to do that it"
  },
  {
    "startMs": 3260559,
    "text": "harness to do that it absolutely and this like under the hood"
  },
  {
    "startMs": 3264710,
    "text": "absolutely and this like under the hood"
  },
  {
    "startMs": 3264720,
    "text": "absolutely and this like under the hood this is essentially what's happening as"
  },
  {
    "startMs": 3266870,
    "text": "this is essentially what's happening as"
  },
  {
    "startMs": 3266880,
    "text": "this is essentially what's happening as well. So when we have when we're"
  },
  {
    "startMs": 3269589,
    "text": "well. So when we have when we're"
  },
  {
    "startMs": 3269599,
    "text": "well. So when we have when we're creating"
  },
  {
    "startMs": 3271109,
    "text": "creating"
  },
  {
    "startMs": 3271119,
    "text": "creating um the"
  },
  {
    "startMs": 3273910,
    "text": "um the"
  },
  {
    "startMs": 3273920,
    "text": "um the if you if you look under the hood in the"
  },
  {
    "startMs": 3276150,
    "text": "if you if you look under the hood in the"
  },
  {
    "startMs": 3276160,
    "text": "if you if you look under the hood in the my folder, you're going to have"
  },
  {
    "startMs": 3278549,
    "text": "my folder, you're going to have"
  },
  {
    "startMs": 3278559,
    "text": "my folder, you're going to have everything that is saved. So you can"
  },
  {
    "startMs": 3282470,
    "text": "everything that is saved. So you can"
  },
  {
    "startMs": 3282480,
    "text": "everything that is saved. So you can think of this as the spec that's behind"
  },
  {
    "startMs": 3285510,
    "text": "think of this as the spec that's behind"
  },
  {
    "startMs": 3285520,
    "text": "think of this as the spec that's behind the harness. So absolutely like the same"
  },
  {
    "startMs": 3287589,
    "text": "the harness. So absolutely like the same"
  },
  {
    "startMs": 3287599,
    "text": "the harness. So absolutely like the same principle applies here in the in the"
  },
  {
    "startMs": 3289270,
    "text": "principle applies here in the in the"
  },
  {
    "startMs": 3289280,
    "text": "principle applies here in the in the specdriven development for again coding"
  },
  {
    "startMs": 3291430,
    "text": "specdriven development for again coding"
  },
  {
    "startMs": 3291440,
    "text": "specdriven development for again coding agents is usually used. you have"
  },
  {
    "startMs": 3293349,
    "text": "agents is usually used. you have"
  },
  {
    "startMs": 3293359,
    "text": "agents is usually used. you have something that is the source of um"
  },
  {
    "startMs": 3295990,
    "text": "something that is the source of um"
  },
  {
    "startMs": 3296000,
    "text": "something that is the source of um definition for the thing being built. In"
  },
  {
    "startMs": 3298230,
    "text": "definition for the thing being built. In"
  },
  {
    "startMs": 3298240,
    "text": "definition for the thing being built. In this case, it's the same thing. The"
  },
  {
    "startMs": 3300309,
    "text": "this case, it's the same thing. The"
  },
  {
    "startMs": 3300319,
    "text": "this case, it's the same thing. The difference is that we surface that"
  },
  {
    "startMs": 3301910,
    "text": "difference is that we surface that"
  },
  {
    "startMs": 3301920,
    "text": "difference is that we surface that through opinionated like uh workflows"
  },
  {
    "startMs": 3304710,
    "text": "through opinionated like uh workflows"
  },
  {
    "startMs": 3304720,
    "text": "through opinionated like uh workflows rather than a single um looking document"
  },
  {
    "startMs": 3307190,
    "text": "rather than a single um looking document"
  },
  {
    "startMs": 3307200,
    "text": "rather than a single um looking document if that makes sense."
  },
  {
    "startMs": 3311359,
    "text": "All right, cool. So,"
  },
  {
    "startMs": 3316000,
    "text": "that's another thing you can try out. um"
  },
  {
    "startMs": 3319270,
    "text": "that's another thing you can try out. um"
  },
  {
    "startMs": 3319280,
    "text": "that's another thing you can try out. um you can try and change how a calculation"
  },
  {
    "startMs": 3322230,
    "text": "you can try and change how a calculation"
  },
  {
    "startMs": 3322240,
    "text": "you can try and change how a calculation works. Uh and you're likely going to get"
  },
  {
    "startMs": 3325109,
    "text": "works. Uh and you're likely going to get"
  },
  {
    "startMs": 3325119,
    "text": "works. Uh and you're likely going to get some push back from the harness. Just to"
  },
  {
    "startMs": 3327829,
    "text": "some push back from the harness. Just to"
  },
  {
    "startMs": 3327839,
    "text": "some push back from the harness. Just to reiterate, the point of the harness is"
  },
  {
    "startMs": 3329589,
    "text": "reiterate, the point of the harness is"
  },
  {
    "startMs": 3329599,
    "text": "reiterate, the point of the harness is to guide you and force you to do the"
  },
  {
    "startMs": 3332230,
    "text": "to guide you and force you to do the"
  },
  {
    "startMs": 3332240,
    "text": "to guide you and force you to do the right thing. And the principles are here"
  },
  {
    "startMs": 3334710,
    "text": "right thing. And the principles are here"
  },
  {
    "startMs": 3334720,
    "text": "right thing. And the principles are here to help you make the right decision"
  },
  {
    "startMs": 3336470,
    "text": "to help you make the right decision"
  },
  {
    "startMs": 3336480,
    "text": "to help you make the right decision every time. So again if you go try and"
  },
  {
    "startMs": 3339750,
    "text": "every time. So again if you go try and"
  },
  {
    "startMs": 3339760,
    "text": "every time. So again if you go try and change uh multiplication for a an"
  },
  {
    "startMs": 3342230,
    "text": "change uh multiplication for a an"
  },
  {
    "startMs": 3342240,
    "text": "change uh multiplication for a an aggregation you may just go make the"
  },
  {
    "startMs": 3345510,
    "text": "aggregation you may just go make the"
  },
  {
    "startMs": 3345520,
    "text": "aggregation you may just go make the quick edit save the file success you"
  },
  {
    "startMs": 3348150,
    "text": "quick edit save the file success you"
  },
  {
    "startMs": 3348160,
    "text": "quick edit save the file success you sabot attach the analysis but when you"
  },
  {
    "startMs": 3350470,
    "text": "sabot attach the analysis but when you"
  },
  {
    "startMs": 3350480,
    "text": "sabot attach the analysis but when you run the test you won't be able to"
  },
  {
    "startMs": 3352630,
    "text": "run the test you won't be able to"
  },
  {
    "startMs": 3352640,
    "text": "run the test you won't be able to actually reach any conclusion of the"
  },
  {
    "startMs": 3354870,
    "text": "actually reach any conclusion of the"
  },
  {
    "startMs": 3354880,
    "text": "actually reach any conclusion of the analysis you wanted to do h because the"
  },
  {
    "startMs": 3357030,
    "text": "analysis you wanted to do h because the"
  },
  {
    "startMs": 3357040,
    "text": "analysis you wanted to do h because the hardness is going to stop you by its own"
  },
  {
    "startMs": 3359589,
    "text": "hardness is going to stop you by its own"
  },
  {
    "startMs": 3359599,
    "text": "hardness is going to stop you by its own like definitions and the way it was"
  },
  {
    "startMs": 3361190,
    "text": "like definitions and the way it was"
  },
  {
    "startMs": 3361200,
    "text": "like definitions and the way it was built. Um,"
  },
  {
    "startMs": 3364470,
    "text": "built. Um,"
  },
  {
    "startMs": 3364480,
    "text": "built. Um, should we move on"
  },
  {
    "startMs": 3367190,
    "text": "should we move on"
  },
  {
    "startMs": 3367200,
    "text": "should we move on evidence?"
  },
  {
    "startMs": 3368789,
    "text": "evidence?"
  },
  {
    "startMs": 3368799,
    "text": "evidence? Er, evidence is the whole thing I was"
  },
  {
    "startMs": 3371910,
    "text": "Er, evidence is the whole thing I was"
  },
  {
    "startMs": 3371920,
    "text": "Er, evidence is the whole thing I was saying before about the receipts, having"
  },
  {
    "startMs": 3373829,
    "text": "saying before about the receipts, having"
  },
  {
    "startMs": 3373839,
    "text": "saying before about the receipts, having the receipts and being able to show that"
  },
  {
    "startMs": 3376230,
    "text": "the receipts and being able to show that"
  },
  {
    "startMs": 3376240,
    "text": "the receipts and being able to show that well, yeah, this is where this came"
  },
  {
    "startMs": 3377990,
    "text": "well, yeah, this is where this came"
  },
  {
    "startMs": 3378000,
    "text": "well, yeah, this is where this came from. This is correct because of in"
  },
  {
    "startMs": 3380870,
    "text": "from. This is correct because of in"
  },
  {
    "startMs": 3380880,
    "text": "from. This is correct because of in doing that causality relationship. So it"
  },
  {
    "startMs": 3384710,
    "text": "doing that causality relationship. So it"
  },
  {
    "startMs": 3384720,
    "text": "doing that causality relationship. So it builds on the second principle as since"
  },
  {
    "startMs": 3388309,
    "text": "builds on the second principle as since"
  },
  {
    "startMs": 3388319,
    "text": "builds on the second principle as since you have code that is tested as well as"
  },
  {
    "startMs": 3391190,
    "text": "you have code that is tested as well as"
  },
  {
    "startMs": 3391200,
    "text": "you have code that is tested as well as everything else h you have a trail that"
  },
  {
    "startMs": 3393990,
    "text": "everything else h you have a trail that"
  },
  {
    "startMs": 3394000,
    "text": "everything else h you have a trail that you can follow backwards. So you have a"
  },
  {
    "startMs": 3396630,
    "text": "you can follow backwards. So you have a"
  },
  {
    "startMs": 3396640,
    "text": "you can follow backwards. So you have a way to substantiate the decisions you're"
  },
  {
    "startMs": 3398950,
    "text": "way to substantiate the decisions you're"
  },
  {
    "startMs": 3398960,
    "text": "way to substantiate the decisions you're making and you have the evidence"
  },
  {
    "startMs": 3401910,
    "text": "making and you have the evidence"
  },
  {
    "startMs": 3401920,
    "text": "making and you have the evidence and it's important in this principle"
  },
  {
    "startMs": 3404789,
    "text": "and it's important in this principle"
  },
  {
    "startMs": 3404799,
    "text": "and it's important in this principle because a principle is something you"
  },
  {
    "startMs": 3406630,
    "text": "because a principle is something you"
  },
  {
    "startMs": 3406640,
    "text": "because a principle is something you need to interpret right and I don't want"
  },
  {
    "startMs": 3408230,
    "text": "need to interpret right and I don't want"
  },
  {
    "startMs": 3408240,
    "text": "need to interpret right and I don't want to leave you with a very vague"
  },
  {
    "startMs": 3410549,
    "text": "to leave you with a very vague"
  },
  {
    "startMs": 3410559,
    "text": "to leave you with a very vague ambitional thing like oh yeah do"
  },
  {
    "startMs": 3413190,
    "text": "ambitional thing like oh yeah do"
  },
  {
    "startMs": 3413200,
    "text": "ambitional thing like oh yeah do evidence it's awesome but what is what"
  },
  {
    "startMs": 3417910,
    "text": "evidence it's awesome but what is what"
  },
  {
    "startMs": 3417920,
    "text": "evidence it's awesome but what is what about evidence is something that you"
  },
  {
    "startMs": 3419990,
    "text": "about evidence is something that you"
  },
  {
    "startMs": 3420000,
    "text": "about evidence is something that you need to take care of going back to being"
  },
  {
    "startMs": 3422870,
    "text": "need to take care of going back to being"
  },
  {
    "startMs": 3422880,
    "text": "need to take care of going back to being data professionals this is something"
  },
  {
    "startMs": 3424390,
    "text": "data professionals this is something"
  },
  {
    "startMs": 3424400,
    "text": "data professionals this is something that bites us on a weekly basis. Erh,"
  },
  {
    "startMs": 3428150,
    "text": "that bites us on a weekly basis. Erh,"
  },
  {
    "startMs": 3428160,
    "text": "that bites us on a weekly basis. Erh, not all information is the same. If you"
  },
  {
    "startMs": 3431349,
    "text": "not all information is the same. If you"
  },
  {
    "startMs": 3431359,
    "text": "not all information is the same. If you really want to present a piece of"
  },
  {
    "startMs": 3433349,
    "text": "really want to present a piece of"
  },
  {
    "startMs": 3433359,
    "text": "really want to present a piece of analysis or you went to do some"
  },
  {
    "startMs": 3435910,
    "text": "analysis or you went to do some"
  },
  {
    "startMs": 3435920,
    "text": "analysis or you went to do some financial analysis on a potential"
  },
  {
    "startMs": 3437670,
    "text": "financial analysis on a potential"
  },
  {
    "startMs": 3437680,
    "text": "financial analysis on a potential investment for your firm, you need to"
  },
  {
    "startMs": 3440470,
    "text": "investment for your firm, you need to"
  },
  {
    "startMs": 3440480,
    "text": "investment for your firm, you need to show where your numbers came from"
  },
  {
    "startMs": 3443589,
    "text": "show where your numbers came from"
  },
  {
    "startMs": 3443599,
    "text": "show where your numbers came from and be able to attribute your decision"
  },
  {
    "startMs": 3445750,
    "text": "and be able to attribute your decision"
  },
  {
    "startMs": 3445760,
    "text": "and be able to attribute your decision to the body of evidence you had. Erh so"
  },
  {
    "startMs": 3450390,
    "text": "to the body of evidence you had. Erh so"
  },
  {
    "startMs": 3450400,
    "text": "to the body of evidence you had. Erh so since we can show where everything came"
  },
  {
    "startMs": 3453109,
    "text": "since we can show where everything came"
  },
  {
    "startMs": 3453119,
    "text": "since we can show where everything came from uh there's some mistakes we want to"
  },
  {
    "startMs": 3457030,
    "text": "from uh there's some mistakes we want to"
  },
  {
    "startMs": 3457040,
    "text": "from uh there's some mistakes we want to avoid where everything is treated as a"
  },
  {
    "startMs": 3459910,
    "text": "avoid where everything is treated as a"
  },
  {
    "startMs": 3459920,
    "text": "avoid where everything is treated as a fact. So oh yeah this number you gave me"
  },
  {
    "startMs": 3463750,
    "text": "fact. So oh yeah this number you gave me"
  },
  {
    "startMs": 3463760,
    "text": "fact. So oh yeah this number you gave me for the number of um I don't know going"
  },
  {
    "startMs": 3466710,
    "text": "for the number of um I don't know going"
  },
  {
    "startMs": 3466720,
    "text": "for the number of um I don't know going back to my wedding the number of people"
  },
  {
    "startMs": 3468230,
    "text": "back to my wedding the number of people"
  },
  {
    "startMs": 3468240,
    "text": "back to my wedding the number of people invited is a fact. Turns out my fiance"
  },
  {
    "startMs": 3471270,
    "text": "invited is a fact. Turns out my fiance"
  },
  {
    "startMs": 3471280,
    "text": "invited is a fact. Turns out my fiance invited three more people didn't tell"
  },
  {
    "startMs": 3472950,
    "text": "invited three more people didn't tell"
  },
  {
    "startMs": 3472960,
    "text": "invited three more people didn't tell me. Now my whole model is wrong. uh and"
  },
  {
    "startMs": 3476549,
    "text": "me. Now my whole model is wrong. uh and"
  },
  {
    "startMs": 3476559,
    "text": "me. Now my whole model is wrong. uh and I'm trying to reduce it to a very simple"
  },
  {
    "startMs": 3478390,
    "text": "I'm trying to reduce it to a very simple"
  },
  {
    "startMs": 3478400,
    "text": "I'm trying to reduce it to a very simple example but I think you can imagine how"
  },
  {
    "startMs": 3481190,
    "text": "example but I think you can imagine how"
  },
  {
    "startMs": 3481200,
    "text": "example but I think you can imagine how having a wrong assumption somewhere and"
  },
  {
    "startMs": 3483670,
    "text": "having a wrong assumption somewhere and"
  },
  {
    "startMs": 3483680,
    "text": "having a wrong assumption somewhere and not knowing where it came from can be"
  },
  {
    "startMs": 3485589,
    "text": "not knowing where it came from can be"
  },
  {
    "startMs": 3485599,
    "text": "not knowing where it came from can be fatal for any financial analysis."
  },
  {
    "startMs": 3488789,
    "text": "fatal for any financial analysis."
  },
  {
    "startMs": 3488799,
    "text": "fatal for any financial analysis. Um"
  },
  {
    "startMs": 3490630,
    "text": "Um"
  },
  {
    "startMs": 3490640,
    "text": "Um so let's say in the world of a gentic"
  },
  {
    "startMs": 3495349,
    "text": "so let's say in the world of a gentic"
  },
  {
    "startMs": 3495359,
    "text": "so let's say in the world of a gentic building it's very easy to assume"
  },
  {
    "startMs": 3498150,
    "text": "building it's very easy to assume"
  },
  {
    "startMs": 3498160,
    "text": "building it's very easy to assume something or treat something as a"
  },
  {
    "startMs": 3500230,
    "text": "something or treat something as a"
  },
  {
    "startMs": 3500240,
    "text": "something or treat something as a gueststimate. erh the model can't tell"
  },
  {
    "startMs": 3504069,
    "text": "gueststimate. erh the model can't tell"
  },
  {
    "startMs": 3504079,
    "text": "gueststimate. erh the model can't tell what is a hard truth and what is an"
  },
  {
    "startMs": 3506390,
    "text": "what is a hard truth and what is an"
  },
  {
    "startMs": 3506400,
    "text": "what is a hard truth and what is an estimation. So you need to enforce that"
  },
  {
    "startMs": 3508789,
    "text": "estimation. So you need to enforce that"
  },
  {
    "startMs": 3508799,
    "text": "estimation. So you need to enforce that through the design of your hardness."
  },
  {
    "startMs": 3511030,
    "text": "through the design of your hardness."
  },
  {
    "startMs": 3511040,
    "text": "through the design of your hardness. Erh, and another example where this kind"
  },
  {
    "startMs": 3514870,
    "text": "Erh, and another example where this kind"
  },
  {
    "startMs": 3514880,
    "text": "Erh, and another example where this kind of like falls fall into pieces really"
  },
  {
    "startMs": 3516870,
    "text": "of like falls fall into pieces really"
  },
  {
    "startMs": 3516880,
    "text": "of like falls fall into pieces really quickly is imagine you have a data"
  },
  {
    "startMs": 3520069,
    "text": "quickly is imagine you have a data"
  },
  {
    "startMs": 3520079,
    "text": "quickly is imagine you have a data person, an analyst, something coming to"
  },
  {
    "startMs": 3522069,
    "text": "person, an analyst, something coming to"
  },
  {
    "startMs": 3522079,
    "text": "person, an analyst, something coming to you and being like, \"No, no, no. Here's"
  },
  {
    "startMs": 3524069,
    "text": "you and being like, \"No, no, no. Here's"
  },
  {
    "startMs": 3524079,
    "text": "you and being like, \"No, no, no. Here's the result. Trust me, I run the"
  },
  {
    "startMs": 3525510,
    "text": "the result. Trust me, I run the"
  },
  {
    "startMs": 3525520,
    "text": "the result. Trust me, I run the numbers.\" Do you trust that as a Yeah, I"
  },
  {
    "startMs": 3528950,
    "text": "numbers.\" Do you trust that as a Yeah, I"
  },
  {
    "startMs": 3528960,
    "text": "numbers.\" Do you trust that as a Yeah, I see some like no."
  },
  {
    "startMs": 3532549,
    "text": "see some like no."
  },
  {
    "startMs": 3532559,
    "text": "see some like no. I don't think anyone here will want to"
  },
  {
    "startMs": 3534789,
    "text": "I don't think anyone here will want to"
  },
  {
    "startMs": 3534799,
    "text": "I don't think anyone here will want to see all the logs and the math behind a"
  },
  {
    "startMs": 3537430,
    "text": "see all the logs and the math behind a"
  },
  {
    "startMs": 3537440,
    "text": "see all the logs and the math behind a single number. But just having the trace"
  },
  {
    "startMs": 3540549,
    "text": "single number. But just having the trace"
  },
  {
    "startMs": 3540559,
    "text": "single number. But just having the trace to figure out, okay, I can follow back"
  },
  {
    "startMs": 3542950,
    "text": "to figure out, okay, I can follow back"
  },
  {
    "startMs": 3542960,
    "text": "to figure out, okay, I can follow back this decision increased increases"
  },
  {
    "startMs": 3545270,
    "text": "this decision increased increases"
  },
  {
    "startMs": 3545280,
    "text": "this decision increased increases confidence for us humans quite a bit."
  },
  {
    "startMs": 3548069,
    "text": "confidence for us humans quite a bit."
  },
  {
    "startMs": 3548079,
    "text": "confidence for us humans quite a bit. Erh, so we have some like different"
  },
  {
    "startMs": 3552069,
    "text": "Erh, so we have some like different"
  },
  {
    "startMs": 3552079,
    "text": "Erh, so we have some like different examples here. Erh, unstructured"
  },
  {
    "startMs": 3554789,
    "text": "examples here. Erh, unstructured"
  },
  {
    "startMs": 3554799,
    "text": "examples here. Erh, unstructured thoughts in a chat needs to be labeled"
  },
  {
    "startMs": 3557109,
    "text": "thoughts in a chat needs to be labeled"
  },
  {
    "startMs": 3557119,
    "text": "thoughts in a chat needs to be labeled as an interpretation. the agent"
  },
  {
    "startMs": 3559430,
    "text": "as an interpretation. the agent"
  },
  {
    "startMs": 3559440,
    "text": "as an interpretation. the agent reasoning or pulling information from"
  },
  {
    "startMs": 3561510,
    "text": "reasoning or pulling information from"
  },
  {
    "startMs": 3561520,
    "text": "reasoning or pulling information from memory needs to be treated as an"
  },
  {
    "startMs": 3563430,
    "text": "memory needs to be treated as an"
  },
  {
    "startMs": 3563440,
    "text": "memory needs to be treated as an assumption and then if I submit a bank"
  },
  {
    "startMs": 3565990,
    "text": "assumption and then if I submit a bank"
  },
  {
    "startMs": 3566000,
    "text": "assumption and then if I submit a bank statement what is there to discuss like"
  },
  {
    "startMs": 3568870,
    "text": "statement what is there to discuss like"
  },
  {
    "startMs": 3568880,
    "text": "statement what is there to discuss like that is a fact that's how much I spent"
  },
  {
    "startMs": 3571670,
    "text": "that is a fact that's how much I spent"
  },
  {
    "startMs": 3571680,
    "text": "that is a fact that's how much I spent etc"
  },
  {
    "startMs": 3573190,
    "text": "etc"
  },
  {
    "startMs": 3573200,
    "text": "etc if I take like go back again to being a"
  },
  {
    "startMs": 3576069,
    "text": "if I take like go back again to being a"
  },
  {
    "startMs": 3576079,
    "text": "if I take like go back again to being a data person data labeling and making"
  },
  {
    "startMs": 3579349,
    "text": "data person data labeling and making"
  },
  {
    "startMs": 3579359,
    "text": "data person data labeling and making sure that you have a curated"
  },
  {
    "startMs": 3581750,
    "text": "sure that you have a curated"
  },
  {
    "startMs": 3581760,
    "text": "sure that you have a curated data set for either training something"
  },
  {
    "startMs": 3584150,
    "text": "data set for either training something"
  },
  {
    "startMs": 3584160,
    "text": "data set for either training something or running any process is paramount and"
  },
  {
    "startMs": 3586789,
    "text": "or running any process is paramount and"
  },
  {
    "startMs": 3586799,
    "text": "or running any process is paramount and this is basically the same thing you"
  },
  {
    "startMs": 3588309,
    "text": "this is basically the same thing you"
  },
  {
    "startMs": 3588319,
    "text": "this is basically the same thing you just need to assign the right level of"
  },
  {
    "startMs": 3592230,
    "text": "just need to assign the right level of"
  },
  {
    "startMs": 3592240,
    "text": "just need to assign the right level of importance to the evidence you're"
  },
  {
    "startMs": 3594150,
    "text": "importance to the evidence you're"
  },
  {
    "startMs": 3594160,
    "text": "importance to the evidence you're gathering and make sure that you gather"
  },
  {
    "startMs": 3595750,
    "text": "gathering and make sure that you gather"
  },
  {
    "startMs": 3595760,
    "text": "gathering and make sure that you gather as much as as much of it as you can."
  },
  {
    "startMs": 3599829,
    "text": "as much as as much of it as you can."
  },
  {
    "startMs": 3599839,
    "text": "as much as as much of it as you can. Um, this is a really funny one, but"
  },
  {
    "startMs": 3603990,
    "text": "Um, this is a really funny one, but"
  },
  {
    "startMs": 3604000,
    "text": "Um, this is a really funny one, but evidence also goes into the code. So,"
  },
  {
    "startMs": 3606870,
    "text": "evidence also goes into the code. So,"
  },
  {
    "startMs": 3606880,
    "text": "evidence also goes into the code. So, it's not just where do you get this"
  },
  {
    "startMs": 3608309,
    "text": "it's not just where do you get this"
  },
  {
    "startMs": 3608319,
    "text": "it's not just where do you get this number from, but how did you get this"
  },
  {
    "startMs": 3612069,
    "text": "number from, but how did you get this"
  },
  {
    "startMs": 3612079,
    "text": "number from, but how did you get this number? And I had I have an anecdote"
  },
  {
    "startMs": 3615349,
    "text": "number? And I had I have an anecdote"
  },
  {
    "startMs": 3615359,
    "text": "number? And I had I have an anecdote where someone was using the master file."
  },
  {
    "startMs": 3618710,
    "text": "where someone was using the master file."
  },
  {
    "startMs": 3618720,
    "text": "where someone was using the master file. In every company there's a master file"
  },
  {
    "startMs": 3620549,
    "text": "In every company there's a master file"
  },
  {
    "startMs": 3620559,
    "text": "In every company there's a master file and is favorited in the share drive and"
  },
  {
    "startMs": 3623670,
    "text": "and is favorited in the share drive and"
  },
  {
    "startMs": 3623680,
    "text": "and is favorited in the share drive and whatever. And that person puts some"
  },
  {
    "startMs": 3625430,
    "text": "whatever. And that person puts some"
  },
  {
    "startMs": 3625440,
    "text": "whatever. And that person puts some numbers in there and everything looked"
  },
  {
    "startMs": 3627109,
    "text": "numbers in there and everything looked"
  },
  {
    "startMs": 3627119,
    "text": "numbers in there and everything looked fine. The master file had some"
  },
  {
    "startMs": 3629109,
    "text": "fine. The master file had some"
  },
  {
    "startMs": 3629119,
    "text": "fine. The master file had some assumptions"
  },
  {
    "startMs": 3630630,
    "text": "assumptions"
  },
  {
    "startMs": 3630640,
    "text": "assumptions of what range of values were reasonable."
  },
  {
    "startMs": 3634069,
    "text": "of what range of values were reasonable."
  },
  {
    "startMs": 3634079,
    "text": "of what range of values were reasonable. That person didn't know because the file"
  },
  {
    "startMs": 3635990,
    "text": "That person didn't know because the file"
  },
  {
    "startMs": 3636000,
    "text": "That person didn't know because the file changed. They didn't do anything wrong."
  },
  {
    "startMs": 3637910,
    "text": "changed. They didn't do anything wrong."
  },
  {
    "startMs": 3637920,
    "text": "changed. They didn't do anything wrong. They just didn't know the file changed."
  },
  {
    "startMs": 3639910,
    "text": "They just didn't know the file changed."
  },
  {
    "startMs": 3639920,
    "text": "They just didn't know the file changed. Uh and then the results were entirely"
  },
  {
    "startMs": 3641750,
    "text": "Uh and then the results were entirely"
  },
  {
    "startMs": 3641760,
    "text": "Uh and then the results were entirely wrong. And the same will happen with"
  },
  {
    "startMs": 3644390,
    "text": "wrong. And the same will happen with"
  },
  {
    "startMs": 3644400,
    "text": "wrong. And the same will happen with deterministic code you build with your"
  },
  {
    "startMs": 3646950,
    "text": "deterministic code you build with your"
  },
  {
    "startMs": 3646960,
    "text": "deterministic code you build with your harness. If you don't have a way to"
  },
  {
    "startMs": 3650150,
    "text": "harness. If you don't have a way to"
  },
  {
    "startMs": 3650160,
    "text": "harness. If you don't have a way to having a traceability even for changes"
  },
  {
    "startMs": 3652470,
    "text": "having a traceability even for changes"
  },
  {
    "startMs": 3652480,
    "text": "having a traceability even for changes you make in your code, you're leaving"
  },
  {
    "startMs": 3654549,
    "text": "you make in your code, you're leaving"
  },
  {
    "startMs": 3654559,
    "text": "you make in your code, you're leaving yourself uh vulnerable for blind spots"
  },
  {
    "startMs": 3657270,
    "text": "yourself uh vulnerable for blind spots"
  },
  {
    "startMs": 3657280,
    "text": "yourself uh vulnerable for blind spots on the process change. The inputs were"
  },
  {
    "startMs": 3659829,
    "text": "on the process change. The inputs were"
  },
  {
    "startMs": 3659839,
    "text": "on the process change. The inputs were the same."
  },
  {
    "startMs": 3661910,
    "text": "the same."
  },
  {
    "startMs": 3661920,
    "text": "the same. Erh skipping ahead a bit."
  },
  {
    "startMs": 3668799,
    "text": "So if we're following from the example,"
  },
  {
    "startMs": 3675440,
    "text": "can you open any of them?"
  },
  {
    "startMs": 3677190,
    "text": "can you open any of them?"
  },
  {
    "startMs": 3677200,
    "text": "can you open any of them? Yes,"
  },
  {
    "startMs": 3679510,
    "text": "Yes,"
  },
  {
    "startMs": 3679520,
    "text": "Yes, the evidence is highlighted. Erh,"
  },
  {
    "startMs": 3683510,
    "text": "the evidence is highlighted. Erh,"
  },
  {
    "startMs": 3683520,
    "text": "the evidence is highlighted. Erh, and again,"
  },
  {
    "startMs": 3686069,
    "text": "and again,"
  },
  {
    "startMs": 3686079,
    "text": "and again, you can see like the areas that you care"
  },
  {
    "startMs": 3688230,
    "text": "you can see like the areas that you care"
  },
  {
    "startMs": 3688240,
    "text": "you can see like the areas that you care about through the example by just like"
  },
  {
    "startMs": 3690069,
    "text": "about through the example by just like"
  },
  {
    "startMs": 3690079,
    "text": "about through the example by just like clicking on the bottom and then seeing"
  },
  {
    "startMs": 3691910,
    "text": "clicking on the bottom and then seeing"
  },
  {
    "startMs": 3691920,
    "text": "clicking on the bottom and then seeing the bits that get highlighted."
  },
  {
    "startMs": 3694789,
    "text": "the bits that get highlighted."
  },
  {
    "startMs": 3694799,
    "text": "the bits that get highlighted. But this is how the flow of information"
  },
  {
    "startMs": 3696630,
    "text": "But this is how the flow of information"
  },
  {
    "startMs": 3696640,
    "text": "But this is how the flow of information goes through and what parts are proposed"
  },
  {
    "startMs": 3699589,
    "text": "goes through and what parts are proposed"
  },
  {
    "startMs": 3699599,
    "text": "goes through and what parts are proposed by an assistant like you can show the"
  },
  {
    "startMs": 3701030,
    "text": "by an assistant like you can show the"
  },
  {
    "startMs": 3701040,
    "text": "by an assistant like you can show the receipts of where where this came from."
  },
  {
    "startMs": 3703670,
    "text": "receipts of where where this came from."
  },
  {
    "startMs": 3703680,
    "text": "receipts of where where this came from. Looking at other implementations of"
  },
  {
    "startMs": 3706230,
    "text": "Looking at other implementations of"
  },
  {
    "startMs": 3706240,
    "text": "Looking at other implementations of financial analysts in the industry"
  },
  {
    "startMs": 3709589,
    "text": "financial analysts in the industry"
  },
  {
    "startMs": 3709599,
    "text": "financial analysts in the industry you get traceability down to the data"
  },
  {
    "startMs": 3712470,
    "text": "you get traceability down to the data"
  },
  {
    "startMs": 3712480,
    "text": "you get traceability down to the data set like you know which uh connector or"
  },
  {
    "startMs": 3716309,
    "text": "set like you know which uh connector or"
  },
  {
    "startMs": 3716319,
    "text": "set like you know which uh connector or which supplier of data gave you the"
  },
  {
    "startMs": 3718390,
    "text": "which supplier of data gave you the"
  },
  {
    "startMs": 3718400,
    "text": "which supplier of data gave you the information that whatever Apple had this"
  },
  {
    "startMs": 3721270,
    "text": "information that whatever Apple had this"
  },
  {
    "startMs": 3721280,
    "text": "information that whatever Apple had this price at this point of the day. if"
  },
  {
    "startMs": 3723190,
    "text": "price at this point of the day. if"
  },
  {
    "startMs": 3723200,
    "text": "price at this point of the day. if you're doing something about trading or"
  },
  {
    "startMs": 3724789,
    "text": "you're doing something about trading or"
  },
  {
    "startMs": 3724799,
    "text": "you're doing something about trading or investing in stocks and shares. So, this"
  },
  {
    "startMs": 3727750,
    "text": "investing in stocks and shares. So, this"
  },
  {
    "startMs": 3727760,
    "text": "investing in stocks and shares. So, this is extremely important. I don't think we"
  },
  {
    "startMs": 3730549,
    "text": "is extremely important. I don't think we"
  },
  {
    "startMs": 3730559,
    "text": "is extremely important. I don't think we need to spend any more time here unless"
  },
  {
    "startMs": 3732230,
    "text": "need to spend any more time here unless"
  },
  {
    "startMs": 3732240,
    "text": "need to spend any more time here unless anyone has any questions."
  },
  {
    "startMs": 3735990,
    "text": "anyone has any questions."
  },
  {
    "startMs": 3736000,
    "text": "anyone has any questions. Oh, good."
  },
  {
    "startMs": 3737990,
    "text": "Oh, good."
  },
  {
    "startMs": 3738000,
    "text": "Oh, good. Cool."
  },
  {
    "startMs": 3743920,
    "text": "So, here's a few things you can try. Um,"
  },
  {
    "startMs": 3748309,
    "text": "So, here's a few things you can try. Um,"
  },
  {
    "startMs": 3748319,
    "text": "So, here's a few things you can try. Um, so you can add a little bit of a a"
  },
  {
    "startMs": 3751030,
    "text": "so you can add a little bit of a a"
  },
  {
    "startMs": 3751040,
    "text": "so you can add a little bit of a a curveball to the agent. Just typing in"
  },
  {
    "startMs": 3753910,
    "text": "curveball to the agent. Just typing in"
  },
  {
    "startMs": 3753920,
    "text": "curveball to the agent. Just typing in the chat and you will see how some of"
  },
  {
    "startMs": 3757670,
    "text": "the chat and you will see how some of"
  },
  {
    "startMs": 3757680,
    "text": "the chat and you will see how some of those evidence lines or some of the"
  },
  {
    "startMs": 3760069,
    "text": "those evidence lines or some of the"
  },
  {
    "startMs": 3760079,
    "text": "those evidence lines or some of the inputs that go into the rest of your"
  },
  {
    "startMs": 3761910,
    "text": "inputs that go into the rest of your"
  },
  {
    "startMs": 3761920,
    "text": "inputs that go into the rest of your process change and it it's able to trace"
  },
  {
    "startMs": 3765829,
    "text": "process change and it it's able to trace"
  },
  {
    "startMs": 3765839,
    "text": "process change and it it's able to trace that it came from you correcting some"
  },
  {
    "startMs": 3768549,
    "text": "that it came from you correcting some"
  },
  {
    "startMs": 3768559,
    "text": "that it came from you correcting some fact in the chat."
  },
  {
    "startMs": 3774960,
    "text": "And another example is erh if you want"
  },
  {
    "startMs": 3777990,
    "text": "And another example is erh if you want"
  },
  {
    "startMs": 3778000,
    "text": "And another example is erh if you want to go and make a change and click on the"
  },
  {
    "startMs": 3781030,
    "text": "to go and make a change and click on the"
  },
  {
    "startMs": 3781040,
    "text": "to go and make a change and click on the underlined figure that changed. It"
  },
  {
    "startMs": 3784309,
    "text": "underlined figure that changed. It"
  },
  {
    "startMs": 3784319,
    "text": "underlined figure that changed. It should show you all the way back where"
  },
  {
    "startMs": 3786950,
    "text": "should show you all the way back where"
  },
  {
    "startMs": 3786960,
    "text": "should show you all the way back where this came from and why it matters for"
  },
  {
    "startMs": 3788470,
    "text": "this came from and why it matters for"
  },
  {
    "startMs": 3788480,
    "text": "this came from and why it matters for the rest of your calculation."
  },
  {
    "startMs": 3792720,
    "text": "I'm going to say something that might"
  },
  {
    "startMs": 3795589,
    "text": "I'm going to say something that might"
  },
  {
    "startMs": 3795599,
    "text": "I'm going to say something that might feel repetitive. Um but again we are we"
  },
  {
    "startMs": 3799910,
    "text": "feel repetitive. Um but again we are we"
  },
  {
    "startMs": 3799920,
    "text": "feel repetitive. Um but again we are we are this this harness is an example of"
  },
  {
    "startMs": 3801910,
    "text": "are this this harness is an example of"
  },
  {
    "startMs": 3801920,
    "text": "are this this harness is an example of how to apply the principles. But I I'm"
  },
  {
    "startMs": 3803750,
    "text": "how to apply the principles. But I I'm"
  },
  {
    "startMs": 3803760,
    "text": "how to apply the principles. But I I'm sure everyone is thinking about your use"
  },
  {
    "startMs": 3805829,
    "text": "sure everyone is thinking about your use"
  },
  {
    "startMs": 3805839,
    "text": "sure everyone is thinking about your use cases, your companies, the agency you're"
  },
  {
    "startMs": 3807750,
    "text": "cases, your companies, the agency you're"
  },
  {
    "startMs": 3807760,
    "text": "cases, your companies, the agency you're building, the agency you're using, and"
  },
  {
    "startMs": 3809349,
    "text": "building, the agency you're using, and"
  },
  {
    "startMs": 3809359,
    "text": "building, the agency you're using, and how like to to to connect the dots and"
  },
  {
    "startMs": 3811510,
    "text": "how like to to to connect the dots and"
  },
  {
    "startMs": 3811520,
    "text": "how like to to to connect the dots and to to I don't know put the wires"
  },
  {
    "startMs": 3813109,
    "text": "to to I don't know put the wires"
  },
  {
    "startMs": 3813119,
    "text": "to to I don't know put the wires together. I think this is an an example"
  },
  {
    "startMs": 3815270,
    "text": "together. I think this is an an example"
  },
  {
    "startMs": 3815280,
    "text": "together. I think this is an an example we can think about when our users, our"
  },
  {
    "startMs": 3819670,
    "text": "we can think about when our users, our"
  },
  {
    "startMs": 3819680,
    "text": "we can think about when our users, our customers of the agents that we're"
  },
  {
    "startMs": 3821270,
    "text": "customers of the agents that we're"
  },
  {
    "startMs": 3821280,
    "text": "customers of the agents that we're building are using it. And again the"
  },
  {
    "startMs": 3825270,
    "text": "building are using it. And again the"
  },
  {
    "startMs": 3825280,
    "text": "building are using it. And again the trust that they have in your product in"
  },
  {
    "startMs": 3827670,
    "text": "trust that they have in your product in"
  },
  {
    "startMs": 3827680,
    "text": "trust that they have in your product in your agent and in the output is what"
  },
  {
    "startMs": 3829270,
    "text": "your agent and in the output is what"
  },
  {
    "startMs": 3829280,
    "text": "your agent and in the output is what will drive usage adoption improvement"
  },
  {
    "startMs": 3832870,
    "text": "will drive usage adoption improvement"
  },
  {
    "startMs": 3832880,
    "text": "will drive usage adoption improvement and so on through the loops that we"
  },
  {
    "startMs": 3835270,
    "text": "and so on through the loops that we"
  },
  {
    "startMs": 3835280,
    "text": "and so on through the loops that we mentioned through tracing evolves and so"
  },
  {
    "startMs": 3837270,
    "text": "mentioned through tracing evolves and so"
  },
  {
    "startMs": 3837280,
    "text": "mentioned through tracing evolves and so on. So again, I think um what's"
  },
  {
    "startMs": 3839910,
    "text": "on. So again, I think um what's"
  },
  {
    "startMs": 3839920,
    "text": "on. So again, I think um what's underlying here is when you're building"
  },
  {
    "startMs": 3842549,
    "text": "underlying here is when you're building"
  },
  {
    "startMs": 3842559,
    "text": "underlying here is when you're building a a harness, make sure that you can um"
  },
  {
    "startMs": 3846230,
    "text": "a a harness, make sure that you can um"
  },
  {
    "startMs": 3846240,
    "text": "a a harness, make sure that you can um make this happen to uh your customers"
  },
  {
    "startMs": 3849910,
    "text": "make this happen to uh your customers"
  },
  {
    "startMs": 3849920,
    "text": "make this happen to uh your customers that are using your users that are using"
  },
  {
    "startMs": 3852069,
    "text": "that are using your users that are using"
  },
  {
    "startMs": 3852079,
    "text": "that are using your users that are using so that they trust the results that your"
  },
  {
    "startMs": 3854470,
    "text": "so that they trust the results that your"
  },
  {
    "startMs": 3854480,
    "text": "so that they trust the results that your agent is giving them. Again, maybe"
  },
  {
    "startMs": 3856630,
    "text": "agent is giving them. Again, maybe"
  },
  {
    "startMs": 3856640,
    "text": "agent is giving them. Again, maybe repetitive, but like making sure we uh"
  },
  {
    "startMs": 3860390,
    "text": "repetitive, but like making sure we uh"
  },
  {
    "startMs": 3860400,
    "text": "repetitive, but like making sure we uh draw get everything together as we go."
  },
  {
    "startMs": 3864950,
    "text": "draw get everything together as we go."
  },
  {
    "startMs": 3864960,
    "text": "draw get everything together as we go. Before"
  },
  {
    "startMs": 3868240,
    "text": "we move on, anyone has any example of a"
  },
  {
    "startMs": 3871829,
    "text": "we move on, anyone has any example of a"
  },
  {
    "startMs": 3871839,
    "text": "we move on, anyone has any example of a time where having the evidence trail"
  },
  {
    "startMs": 3874549,
    "text": "time where having the evidence trail"
  },
  {
    "startMs": 3874559,
    "text": "time where having the evidence trail would have saved you a lot of pain?"
  },
  {
    "startMs": 3879440,
    "text": "I see nodding like painful"
  },
  {
    "startMs": 3881990,
    "text": "I see nodding like painful"
  },
  {
    "startMs": 3882000,
    "text": "I see nodding like painful acknowledgement, but if anything you"
  },
  {
    "startMs": 3883910,
    "text": "acknowledgement, but if anything you"
  },
  {
    "startMs": 3883920,
    "text": "acknowledgement, but if anything you want to share, more than happy to to"
  },
  {
    "startMs": 3887109,
    "text": "want to share, more than happy to to"
  },
  {
    "startMs": 3887119,
    "text": "want to share, more than happy to to hear you out. Otherwise, we can carry"
  },
  {
    "startMs": 3888789,
    "text": "hear you out. Otherwise, we can carry"
  },
  {
    "startMs": 3888799,
    "text": "hear you out. Otherwise, we can carry on."
  },
  {
    "startMs": 3891670,
    "text": "on."
  },
  {
    "startMs": 3891680,
    "text": "on. basically every single time you try to"
  },
  {
    "startMs": 3893750,
    "text": "basically every single time you try to"
  },
  {
    "startMs": 3893760,
    "text": "basically every single time you try to do something. And"
  },
  {
    "startMs": 3896789,
    "text": "do something. And"
  },
  {
    "startMs": 3896799,
    "text": "do something. And so I'm playing with this. I really like"
  },
  {
    "startMs": 3898390,
    "text": "so I'm playing with this. I really like"
  },
  {
    "startMs": 3898400,
    "text": "so I'm playing with this. I really like the idea of being able to show the"
  },
  {
    "startMs": 3900069,
    "text": "the idea of being able to show the"
  },
  {
    "startMs": 3900079,
    "text": "the idea of being able to show the receipts and everything. That's"
  },
  {
    "startMs": 3902870,
    "text": "receipts and everything. That's"
  },
  {
    "startMs": 3902880,
    "text": "receipts and everything. That's basically every single conversation I"
  },
  {
    "startMs": 3904630,
    "text": "basically every single conversation I"
  },
  {
    "startMs": 3904640,
    "text": "basically every single conversation I have with an agent, whether I'm coding"
  },
  {
    "startMs": 3906549,
    "text": "have with an agent, whether I'm coding"
  },
  {
    "startMs": 3906559,
    "text": "have with an agent, whether I'm coding or like working on a deck or something."
  },
  {
    "startMs": 3908630,
    "text": "or like working on a deck or something."
  },
  {
    "startMs": 3908640,
    "text": "or like working on a deck or something. I'm like, \"Where did this number come"
  },
  {
    "startMs": 3910150,
    "text": "I'm like, \"Where did this number come"
  },
  {
    "startMs": 3910160,
    "text": "I'm like, \"Where did this number come from?\" Like, \"Well, we talked about this"
  },
  {
    "startMs": 3912950,
    "text": "from?\" Like, \"Well, we talked about this"
  },
  {
    "startMs": 3912960,
    "text": "from?\" Like, \"Well, we talked about this blah blah blah blah blah.\" I'm like, \"It"
  },
  {
    "startMs": 3914950,
    "text": "blah blah blah blah blah.\" I'm like, \"It"
  },
  {
    "startMs": 3914960,
    "text": "blah blah blah blah blah.\" I'm like, \"It would be nice if I could just be able to"
  },
  {
    "startMs": 3917910,
    "text": "would be nice if I could just be able to"
  },
  {
    "startMs": 3917920,
    "text": "would be nice if I could just be able to show me specifically like the paper"
  },
  {
    "startMs": 3922789,
    "text": "show me specifically like the paper"
  },
  {
    "startMs": 3922799,
    "text": "show me specifically like the paper I like the that you use a presentation"
  },
  {
    "startMs": 3925589,
    "text": "I like the that you use a presentation"
  },
  {
    "startMs": 3925599,
    "text": "I like the that you use a presentation as an example"
  },
  {
    "startMs": 3927829,
    "text": "as an example"
  },
  {
    "startMs": 3927839,
    "text": "as an example because I had an example myself where I"
  },
  {
    "startMs": 3931670,
    "text": "because I had an example myself where I"
  },
  {
    "startMs": 3931680,
    "text": "because I had an example myself where I was trying as hard as I could to not"
  },
  {
    "startMs": 3933990,
    "text": "was trying as hard as I could to not"
  },
  {
    "startMs": 3934000,
    "text": "was trying as hard as I could to not have to resize text boxes in Google"
  },
  {
    "startMs": 3937430,
    "text": "have to resize text boxes in Google"
  },
  {
    "startMs": 3937440,
    "text": "have to resize text boxes in Google Slides for a good like month and a half."
  },
  {
    "startMs": 3940230,
    "text": "Slides for a good like month and a half."
  },
  {
    "startMs": 3940240,
    "text": "Slides for a good like month and a half. So I was forcing my way into having"
  },
  {
    "startMs": 3943190,
    "text": "So I was forcing my way into having"
  },
  {
    "startMs": 3943200,
    "text": "So I was forcing my way into having something that could help me build"
  },
  {
    "startMs": 3944549,
    "text": "something that could help me build"
  },
  {
    "startMs": 3944559,
    "text": "something that could help me build slides. Erh, and I had a really nice"
  },
  {
    "startMs": 3947589,
    "text": "slides. Erh, and I had a really nice"
  },
  {
    "startMs": 3947599,
    "text": "slides. Erh, and I had a really nice harness that would like dig into the"
  },
  {
    "startMs": 3949750,
    "text": "harness that would like dig into the"
  },
  {
    "startMs": 3949760,
    "text": "harness that would like dig into the problem, get all the relevant documents"
  },
  {
    "startMs": 3952150,
    "text": "problem, get all the relevant documents"
  },
  {
    "startMs": 3952160,
    "text": "problem, get all the relevant documents and help me highlight what are the key"
  },
  {
    "startMs": 3954230,
    "text": "and help me highlight what are the key"
  },
  {
    "startMs": 3954240,
    "text": "and help me highlight what are the key points that I wanted to present to the"
  },
  {
    "startMs": 3956710,
    "text": "points that I wanted to present to the"
  },
  {
    "startMs": 3956720,
    "text": "points that I wanted to present to the team. And turns out in my conversations,"
  },
  {
    "startMs": 3961190,
    "text": "team. And turns out in my conversations,"
  },
  {
    "startMs": 3961200,
    "text": "team. And turns out in my conversations, I never caught the fact that when I ask"
  },
  {
    "startMs": 3963829,
    "text": "I never caught the fact that when I ask"
  },
  {
    "startMs": 3963839,
    "text": "I never caught the fact that when I ask for a modification and give an example,"
  },
  {
    "startMs": 3967029,
    "text": "for a modification and give an example,"
  },
  {
    "startMs": 3967039,
    "text": "for a modification and give an example, the model will fixate on the example so"
  },
  {
    "startMs": 3970549,
    "text": "the model will fixate on the example so"
  },
  {
    "startMs": 3970559,
    "text": "the model will fixate on the example so hard that it will put it everywhere in"
  },
  {
    "startMs": 3973029,
    "text": "hard that it will put it everywhere in"
  },
  {
    "startMs": 3973039,
    "text": "hard that it will put it everywhere in my presentation. I didn't pick it up."
  },
  {
    "startMs": 3976069,
    "text": "my presentation. I didn't pick it up."
  },
  {
    "startMs": 3976079,
    "text": "my presentation. I didn't pick it up. So, you can imagine I was showing some"
  },
  {
    "startMs": 3979510,
    "text": "So, you can imagine I was showing some"
  },
  {
    "startMs": 3979520,
    "text": "So, you can imagine I was showing some colorful example to senior leadership"
  },
  {
    "startMs": 3982309,
    "text": "colorful example to senior leadership"
  },
  {
    "startMs": 3982319,
    "text": "colorful example to senior leadership and they were like, \"Where did you get"
  },
  {
    "startMs": 3983750,
    "text": "and they were like, \"Where did you get"
  },
  {
    "startMs": 3983760,
    "text": "and they were like, \"Where did you get that number and that assumption?\" And I"
  },
  {
    "startMs": 3985910,
    "text": "that number and that assumption?\" And I"
  },
  {
    "startMs": 3985920,
    "text": "that number and that assumption?\" And I was like, \"That's crazy. I don't know"
  },
  {
    "startMs": 3988789,
    "text": "was like, \"That's crazy. I don't know"
  },
  {
    "startMs": 3988799,
    "text": "was like, \"That's crazy. I don't know where that came from. That's crazy.\" But"
  },
  {
    "startMs": 3991270,
    "text": "where that came from. That's crazy.\" But"
  },
  {
    "startMs": 3991280,
    "text": "where that came from. That's crazy.\" But yeah, it tends to happen. It's really"
  },
  {
    "startMs": 3992789,
    "text": "yeah, it tends to happen. It's really"
  },
  {
    "startMs": 3992799,
    "text": "yeah, it tends to happen. It's really annoying. And that trace of consequence"
  },
  {
    "startMs": 3995750,
    "text": "annoying. And that trace of consequence"
  },
  {
    "startMs": 3995760,
    "text": "annoying. And that trace of consequence can really hurt the trust that you have"
  },
  {
    "startMs": 3997510,
    "text": "can really hurt the trust that you have"
  },
  {
    "startMs": 3997520,
    "text": "can really hurt the trust that you have in your harness and the results it"
  },
  {
    "startMs": 3998870,
    "text": "in your harness and the results it"
  },
  {
    "startMs": 3998880,
    "text": "in your harness and the results it produces."
  },
  {
    "startMs": 4001750,
    "text": "produces."
  },
  {
    "startMs": 4001760,
    "text": "produces. Let me carry on. So another principle is"
  },
  {
    "startMs": 4005190,
    "text": "Let me carry on. So another principle is"
  },
  {
    "startMs": 4005200,
    "text": "Let me carry on. So another principle is on accountability. Uh"
  },
  {
    "startMs": 4008789,
    "text": "on accountability. Uh"
  },
  {
    "startMs": 4008799,
    "text": "on accountability. Uh and this builds on the evidence because"
  },
  {
    "startMs": 4011430,
    "text": "and this builds on the evidence because"
  },
  {
    "startMs": 4011440,
    "text": "and this builds on the evidence because you only make a decision when you have"
  },
  {
    "startMs": 4014150,
    "text": "you only make a decision when you have"
  },
  {
    "startMs": 4014160,
    "text": "you only make a decision when you have some facts when you have some point of"
  },
  {
    "startMs": 4016710,
    "text": "some facts when you have some point of"
  },
  {
    "startMs": 4016720,
    "text": "some facts when you have some point of reference. Erh well I do want to say"
  },
  {
    "startMs": 4019589,
    "text": "reference. Erh well I do want to say"
  },
  {
    "startMs": 4019599,
    "text": "reference. Erh well I do want to say that but we all have that friend who"
  },
  {
    "startMs": 4021349,
    "text": "that but we all have that friend who"
  },
  {
    "startMs": 4021359,
    "text": "that but we all have that friend who speaks very confidently about something"
  },
  {
    "startMs": 4023109,
    "text": "speaks very confidently about something"
  },
  {
    "startMs": 4023119,
    "text": "speaks very confidently about something they don't know. So little bit of a"
  },
  {
    "startMs": 4025829,
    "text": "they don't know. So little bit of a"
  },
  {
    "startMs": 4025839,
    "text": "they don't know. So little bit of a counter example,"
  },
  {
    "startMs": 4028069,
    "text": "counter example,"
  },
  {
    "startMs": 4028079,
    "text": "counter example, but generally I think if there's one"
  },
  {
    "startMs": 4030630,
    "text": "but generally I think if there's one"
  },
  {
    "startMs": 4030640,
    "text": "but generally I think if there's one takeaway I would love for everyone here"
  },
  {
    "startMs": 4033349,
    "text": "takeaway I would love for everyone here"
  },
  {
    "startMs": 4033359,
    "text": "takeaway I would love for everyone here to feel aligned with is we are"
  },
  {
    "startMs": 4037589,
    "text": "to feel aligned with is we are"
  },
  {
    "startMs": 4037599,
    "text": "to feel aligned with is we are ultimately the responsible people, the"
  },
  {
    "startMs": 4039829,
    "text": "ultimately the responsible people, the"
  },
  {
    "startMs": 4039839,
    "text": "ultimately the responsible people, the accountable people for whatever AI"
  },
  {
    "startMs": 4042470,
    "text": "accountable people for whatever AI"
  },
  {
    "startMs": 4042480,
    "text": "accountable people for whatever AI agents do, right? Um and there's a funny"
  },
  {
    "startMs": 4045910,
    "text": "agents do, right? Um and there's a funny"
  },
  {
    "startMs": 4045920,
    "text": "agents do, right? Um and there's a funny thing where people discussing that AI is"
  },
  {
    "startMs": 4048630,
    "text": "thing where people discussing that AI is"
  },
  {
    "startMs": 4048640,
    "text": "thing where people discussing that AI is going to um you know we're not going to"
  },
  {
    "startMs": 4052470,
    "text": "going to um you know we're not going to"
  },
  {
    "startMs": 4052480,
    "text": "going to um you know we're not going to have any jobs because of AI. I always go"
  },
  {
    "startMs": 4055270,
    "text": "have any jobs because of AI. I always go"
  },
  {
    "startMs": 4055280,
    "text": "have any jobs because of AI. I always go to back to the fact that I get higher, I"
  },
  {
    "startMs": 4058870,
    "text": "to back to the fact that I get higher, I"
  },
  {
    "startMs": 4058880,
    "text": "to back to the fact that I get higher, I get paid partially because I am"
  },
  {
    "startMs": 4061029,
    "text": "get paid partially because I am"
  },
  {
    "startMs": 4061039,
    "text": "get paid partially because I am accountable for the results that I"
  },
  {
    "startMs": 4062549,
    "text": "accountable for the results that I"
  },
  {
    "startMs": 4062559,
    "text": "accountable for the results that I produce for the company, not for me"
  },
  {
    "startMs": 4064549,
    "text": "produce for the company, not for me"
  },
  {
    "startMs": 4064559,
    "text": "produce for the company, not for me sitting in a computer and typing some"
  },
  {
    "startMs": 4066230,
    "text": "sitting in a computer and typing some"
  },
  {
    "startMs": 4066240,
    "text": "sitting in a computer and typing some stuff. So there is an element of the"
  },
  {
    "startMs": 4069190,
    "text": "stuff. So there is an element of the"
  },
  {
    "startMs": 4069200,
    "text": "stuff. So there is an element of the human experience where the whole trust"
  },
  {
    "startMs": 4071990,
    "text": "human experience where the whole trust"
  },
  {
    "startMs": 4072000,
    "text": "human experience where the whole trust and accountability and working together"
  },
  {
    "startMs": 4073990,
    "text": "and accountability and working together"
  },
  {
    "startMs": 4074000,
    "text": "and accountability and working together as a team matters a lot. And how do you"
  },
  {
    "startMs": 4076950,
    "text": "as a team matters a lot. And how do you"
  },
  {
    "startMs": 4076960,
    "text": "as a team matters a lot. And how do you keep accountability high? You do need to"
  },
  {
    "startMs": 4079349,
    "text": "keep accountability high? You do need to"
  },
  {
    "startMs": 4079359,
    "text": "keep accountability high? You do need to be able to see under the hood, inside"
  },
  {
    "startMs": 4081750,
    "text": "be able to see under the hood, inside"
  },
  {
    "startMs": 4081760,
    "text": "be able to see under the hood, inside the black box, etc."
  },
  {
    "startMs": 4084549,
    "text": "the black box, etc."
  },
  {
    "startMs": 4084559,
    "text": "the black box, etc. Erh,"
  },
  {
    "startMs": 4086069,
    "text": "Erh,"
  },
  {
    "startMs": 4086079,
    "text": "Erh, I don't know who said this. I loved it."
  },
  {
    "startMs": 4089190,
    "text": "I don't know who said this. I loved it."
  },
  {
    "startMs": 4089200,
    "text": "I don't know who said this. I loved it. I never able to quote it, but agents"
  },
  {
    "startMs": 4092710,
    "text": "I never able to quote it, but agents"
  },
  {
    "startMs": 4092720,
    "text": "I never able to quote it, but agents face no real world consequences. You do."
  },
  {
    "startMs": 4096149,
    "text": "face no real world consequences. You do."
  },
  {
    "startMs": 4096159,
    "text": "face no real world consequences. You do. So"
  },
  {
    "startMs": 4097990,
    "text": "So"
  },
  {
    "startMs": 4098000,
    "text": "So I I love the show of hands thing, but it"
  },
  {
    "startMs": 4099910,
    "text": "I I love the show of hands thing, but it"
  },
  {
    "startMs": 4099920,
    "text": "I I love the show of hands thing, but it probably is the only resource I have."
  },
  {
    "startMs": 4101269,
    "text": "probably is the only resource I have."
  },
  {
    "startMs": 4101279,
    "text": "probably is the only resource I have. Maybe that's why."
  },
  {
    "startMs": 4103189,
    "text": "Maybe that's why."
  },
  {
    "startMs": 4103199,
    "text": "Maybe that's why. Has anyone seen either written or been"
  },
  {
    "startMs": 4106149,
    "text": "Has anyone seen either written or been"
  },
  {
    "startMs": 4106159,
    "text": "Has anyone seen either written or been told? Well, I don't know. That's what"
  },
  {
    "startMs": 4108950,
    "text": "told? Well, I don't know. That's what"
  },
  {
    "startMs": 4108960,
    "text": "told? Well, I don't know. That's what Claude gave me. [laughter]"
  },
  {
    "startMs": 4112880,
    "text": "Yeah,"
  },
  {
    "startMs": 4113269,
    "text": "Yeah,"
  },
  {
    "startMs": 4113279,
    "text": "Yeah, that feels great, right? Like, oh, that"
  },
  {
    "startMs": 4116709,
    "text": "that feels great, right? Like, oh, that"
  },
  {
    "startMs": 4116719,
    "text": "that feels great, right? Like, oh, that makes sense. Yeah. Yeah. Everything is"
  },
  {
    "startMs": 4118149,
    "text": "makes sense. Yeah. Yeah. Everything is"
  },
  {
    "startMs": 4118159,
    "text": "makes sense. Yeah. Yeah. Everything is forgiven. Don't worry. We face the"
  },
  {
    "startMs": 4121030,
    "text": "forgiven. Don't worry. We face the"
  },
  {
    "startMs": 4121040,
    "text": "forgiven. Don't worry. We face the consequences of what agents do. So,"
  },
  {
    "startMs": 4124149,
    "text": "consequences of what agents do. So,"
  },
  {
    "startMs": 4124159,
    "text": "consequences of what agents do. So, having accountability mechanisms in our"
  },
  {
    "startMs": 4127749,
    "text": "having accountability mechanisms in our"
  },
  {
    "startMs": 4127759,
    "text": "having accountability mechanisms in our harnesses"
  },
  {
    "startMs": 4129269,
    "text": "harnesses"
  },
  {
    "startMs": 4129279,
    "text": "harnesses reduces a lot the amount of stress you"
  },
  {
    "startMs": 4131910,
    "text": "reduces a lot the amount of stress you"
  },
  {
    "startMs": 4131920,
    "text": "reduces a lot the amount of stress you need to go through. Just going in your"
  },
  {
    "startMs": 4134390,
    "text": "need to go through. Just going in your"
  },
  {
    "startMs": 4134400,
    "text": "need to go through. Just going in your head like, \"But do you think it made the"
  },
  {
    "startMs": 4136789,
    "text": "head like, \"But do you think it made the"
  },
  {
    "startMs": 4136799,
    "text": "head like, \"But do you think it made the wrong assumption here?\" Whatever. Erh,"
  },
  {
    "startMs": 4141430,
    "text": "wrong assumption here?\" Whatever. Erh,"
  },
  {
    "startMs": 4141440,
    "text": "wrong assumption here?\" Whatever. Erh, so you want to reduce ambiguity and not"
  },
  {
    "startMs": 4145590,
    "text": "so you want to reduce ambiguity and not"
  },
  {
    "startMs": 4145600,
    "text": "so you want to reduce ambiguity and not remove it. Uh, I'm pretty sure a lot of"
  },
  {
    "startMs": 4148309,
    "text": "remove it. Uh, I'm pretty sure a lot of"
  },
  {
    "startMs": 4148319,
    "text": "remove it. Uh, I'm pretty sure a lot of people here will remember fondly the"
  },
  {
    "startMs": 4150789,
    "text": "people here will remember fondly the"
  },
  {
    "startMs": 4150799,
    "text": "people here will remember fondly the days prior to auto mode. Uh, who wants"
  },
  {
    "startMs": 4154309,
    "text": "days prior to auto mode. Uh, who wants"
  },
  {
    "startMs": 4154319,
    "text": "days prior to auto mode. Uh, who wants to go back to before when auto mode"
  },
  {
    "startMs": 4156550,
    "text": "to go back to before when auto mode"
  },
  {
    "startMs": 4156560,
    "text": "to go back to before when auto mode existed and you had to approve every"
  },
  {
    "startMs": 4157829,
    "text": "existed and you had to approve every"
  },
  {
    "startMs": 4157839,
    "text": "existed and you had to approve every single change by tapping enter?"
  },
  {
    "startMs": 4160950,
    "text": "single change by tapping enter?"
  },
  {
    "startMs": 4160960,
    "text": "single change by tapping enter? Yeah. Yeah. Lovely times."
  },
  {
    "startMs": 4164870,
    "text": "Yeah. Yeah. Lovely times."
  },
  {
    "startMs": 4164880,
    "text": "Yeah. Yeah. Lovely times. I still do it."
  },
  {
    "startMs": 4167910,
    "text": "I still do it."
  },
  {
    "startMs": 4167920,
    "text": "I still do it. Fair enough."
  },
  {
    "startMs": 4170423,
    "text": "Fair enough."
  },
  {
    "startMs": 4170433,
    "text": "Fair enough. [laughter]"
  },
  {
    "startMs": 4171510,
    "text": "[laughter]"
  },
  {
    "startMs": 4171520,
    "text": "[laughter] Fair enough."
  },
  {
    "startMs": 4176799,
    "text": "And from all the let's say 100 taps you"
  },
  {
    "startMs": 4180070,
    "text": "And from all the let's say 100 taps you"
  },
  {
    "startMs": 4180080,
    "text": "And from all the let's say 100 taps you did, how many of them you failed where?"
  },
  {
    "startMs": 4182709,
    "text": "did, how many of them you failed where?"
  },
  {
    "startMs": 4182719,
    "text": "did, how many of them you failed where? I mean, come on. This is a oneline"
  },
  {
    "startMs": 4184630,
    "text": "I mean, come on. This is a oneline"
  },
  {
    "startMs": 4184640,
    "text": "I mean, come on. This is a oneline change versus this is important. Thank"
  },
  {
    "startMs": 4187430,
    "text": "change versus this is important. Thank"
  },
  {
    "startMs": 4187440,
    "text": "change versus this is important. Thank god I was looking at this. Yeah, I just"
  },
  {
    "startMs": 4189590,
    "text": "god I was looking at this. Yeah, I just"
  },
  {
    "startMs": 4189600,
    "text": "god I was looking at this. Yeah, I just pre"
  },
  {
    "startMs": 4198159,
    "text": "I used to do that a lot but now uh you"
  },
  {
    "startMs": 4201189,
    "text": "I used to do that a lot but now uh you"
  },
  {
    "startMs": 4201199,
    "text": "I used to do that a lot but now uh you have the set of tasks you review the"
  },
  {
    "startMs": 4203430,
    "text": "have the set of tasks you review the"
  },
  {
    "startMs": 4203440,
    "text": "have the set of tasks you review the task and then let it do it then I review"
  },
  {
    "startMs": 4206229,
    "text": "task and then let it do it then I review"
  },
  {
    "startMs": 4206239,
    "text": "task and then let it do it then I review at the end"
  },
  {
    "startMs": 4208950,
    "text": "at the end"
  },
  {
    "startMs": 4208960,
    "text": "at the end and and that's basic that's basically"
  },
  {
    "startMs": 4211510,
    "text": "and and that's basic that's basically"
  },
  {
    "startMs": 4211520,
    "text": "and and that's basic that's basically part of the hardness like the design is"
  },
  {
    "startMs": 4213750,
    "text": "part of the hardness like the design is"
  },
  {
    "startMs": 4213760,
    "text": "part of the hardness like the design is intentional so you review tasks instead"
  },
  {
    "startMs": 4216550,
    "text": "intentional so you review tasks instead"
  },
  {
    "startMs": 4216560,
    "text": "intentional so you review tasks instead of individual changes is and we're just"
  },
  {
    "startMs": 4219350,
    "text": "of individual changes is and we're just"
  },
  {
    "startMs": 4219360,
    "text": "of individual changes is and we're just providing you with a a reminder that"
  },
  {
    "startMs": 4221830,
    "text": "providing you with a a reminder that"
  },
  {
    "startMs": 4221840,
    "text": "providing you with a a reminder that when you're designing a harness, you"
  },
  {
    "startMs": 4223510,
    "text": "when you're designing a harness, you"
  },
  {
    "startMs": 4223520,
    "text": "when you're designing a harness, you want to make sure that you include on"
  },
  {
    "startMs": 4225350,
    "text": "want to make sure that you include on"
  },
  {
    "startMs": 4225360,
    "text": "want to make sure that you include on purpose those gates to make sure that"
  },
  {
    "startMs": 4228149,
    "text": "purpose those gates to make sure that"
  },
  {
    "startMs": 4228159,
    "text": "purpose those gates to make sure that you can still be accountable for what is"
  },
  {
    "startMs": 4230470,
    "text": "you can still be accountable for what is"
  },
  {
    "startMs": 4230480,
    "text": "you can still be accountable for what is being produced. Um so make sure that any"
  },
  {
    "startMs": 4234470,
    "text": "being produced. Um so make sure that any"
  },
  {
    "startMs": 4234480,
    "text": "being produced. Um so make sure that any judgment call, any disambiguation that"
  },
  {
    "startMs": 4237030,
    "text": "judgment call, any disambiguation that"
  },
  {
    "startMs": 4237040,
    "text": "judgment call, any disambiguation that is important, not the trivial ones,"
  },
  {
    "startMs": 4239189,
    "text": "is important, not the trivial ones,"
  },
  {
    "startMs": 4239199,
    "text": "is important, not the trivial ones, right? H you can get some hold of it"
  },
  {
    "startMs": 4242790,
    "text": "right? H you can get some hold of it"
  },
  {
    "startMs": 4242800,
    "text": "right? H you can get some hold of it still. H what happens without it? I"
  },
  {
    "startMs": 4246149,
    "text": "still. H what happens without it? I"
  },
  {
    "startMs": 4246159,
    "text": "still. H what happens without it? I don't know. The stoastic machine said it"
  },
  {
    "startMs": 4247910,
    "text": "don't know. The stoastic machine said it"
  },
  {
    "startMs": 4247920,
    "text": "don't know. The stoastic machine said it was fine. Amazing answer. Approving"
  },
  {
    "startMs": 4251350,
    "text": "was fine. Amazing answer. Approving"
  },
  {
    "startMs": 4251360,
    "text": "was fine. Amazing answer. Approving every calculation. The other side of the"
  },
  {
    "startMs": 4253669,
    "text": "every calculation. The other side of the"
  },
  {
    "startMs": 4253679,
    "text": "every calculation. The other side of the spectrum doesn't feel great. Or"
  },
  {
    "startMs": 4256229,
    "text": "spectrum doesn't feel great. Or"
  },
  {
    "startMs": 4256239,
    "text": "spectrum doesn't feel great. Or reviewing every PR line by line that"
  },
  {
    "startMs": 4258630,
    "text": "reviewing every PR line by line that"
  },
  {
    "startMs": 4258640,
    "text": "reviewing every PR line by line that your agents ship. Yeah, that it's not"
  },
  {
    "startMs": 4260630,
    "text": "your agents ship. Yeah, that it's not"
  },
  {
    "startMs": 4260640,
    "text": "your agents ship. Yeah, that it's not really well written, right?"
  },
  {
    "startMs": 4263430,
    "text": "really well written, right?"
  },
  {
    "startMs": 4263440,
    "text": "really well written, right? But yeah, it leads to a lot of either a"
  },
  {
    "startMs": 4265669,
    "text": "But yeah, it leads to a lot of either a"
  },
  {
    "startMs": 4265679,
    "text": "But yeah, it leads to a lot of either a lot of toil and unnecessary work if it's"
  },
  {
    "startMs": 4268709,
    "text": "lot of toil and unnecessary work if it's"
  },
  {
    "startMs": 4268719,
    "text": "lot of toil and unnecessary work if it's not designed um in a way that you know"
  },
  {
    "startMs": 4272229,
    "text": "not designed um in a way that you know"
  },
  {
    "startMs": 4272239,
    "text": "not designed um in a way that you know makes sense for the use cases."
  },
  {
    "startMs": 4275669,
    "text": "makes sense for the use cases."
  },
  {
    "startMs": 4275679,
    "text": "makes sense for the use cases. Erh."
  },
  {
    "startMs": 4278149,
    "text": "Erh."
  },
  {
    "startMs": 4278159,
    "text": "Erh. So what is the main takeaway on how to"
  },
  {
    "startMs": 4281270,
    "text": "So what is the main takeaway on how to"
  },
  {
    "startMs": 4281280,
    "text": "So what is the main takeaway on how to design a good mechanisms for"
  },
  {
    "startMs": 4283350,
    "text": "design a good mechanisms for"
  },
  {
    "startMs": 4283360,
    "text": "design a good mechanisms for accountability? Few gates with very high"
  },
  {
    "startMs": 4286470,
    "text": "accountability? Few gates with very high"
  },
  {
    "startMs": 4286480,
    "text": "accountability? Few gates with very high signal. Your example of the tasks and"
  },
  {
    "startMs": 4289750,
    "text": "signal. Your example of the tasks and"
  },
  {
    "startMs": 4289760,
    "text": "signal. Your example of the tasks and breaking it down in a way that you can"
  },
  {
    "startMs": 4292229,
    "text": "breaking it down in a way that you can"
  },
  {
    "startMs": 4292239,
    "text": "breaking it down in a way that you can reason about the the way they connect."
  },
  {
    "startMs": 4295830,
    "text": "reason about the the way they connect."
  },
  {
    "startMs": 4295840,
    "text": "reason about the the way they connect. It's a really good example h on where"
  },
  {
    "startMs": 4298790,
    "text": "It's a really good example h on where"
  },
  {
    "startMs": 4298800,
    "text": "It's a really good example h on where people do h reviews only on functional"
  },
  {
    "startMs": 4301830,
    "text": "people do h reviews only on functional"
  },
  {
    "startMs": 4301840,
    "text": "people do h reviews only on functional tests being passed. anything prior to"
  },
  {
    "startMs": 4304950,
    "text": "tests being passed. anything prior to"
  },
  {
    "startMs": 4304960,
    "text": "tests being passed. anything prior to that. I think you can be a little bit"
  },
  {
    "startMs": 4306709,
    "text": "that. I think you can be a little bit"
  },
  {
    "startMs": 4306719,
    "text": "that. I think you can be a little bit handwavy with yeah sure this looks about"
  },
  {
    "startMs": 4309430,
    "text": "handwavy with yeah sure this looks about"
  },
  {
    "startMs": 4309440,
    "text": "handwavy with yeah sure this looks about right but you wouldn't push anything"
  },
  {
    "startMs": 4311030,
    "text": "right but you wouldn't push anything"
  },
  {
    "startMs": 4311040,
    "text": "right but you wouldn't push anything into production that hasn't passed uh"
  },
  {
    "startMs": 4313510,
    "text": "into production that hasn't passed uh"
  },
  {
    "startMs": 4313520,
    "text": "into production that hasn't passed uh all your tests right so you put some"
  },
  {
    "startMs": 4316709,
    "text": "all your tests right so you put some"
  },
  {
    "startMs": 4316719,
    "text": "all your tests right so you put some gates in place but those gates need to"
  },
  {
    "startMs": 4319110,
    "text": "gates in place but those gates need to"
  },
  {
    "startMs": 4319120,
    "text": "gates in place but those gates need to be very high signal um"
  },
  {
    "startMs": 4321830,
    "text": "be very high signal um"
  },
  {
    "startMs": 4321840,
    "text": "be very high signal um and uh to to complement I think we're"
  },
  {
    "startMs": 4324790,
    "text": "and uh to to complement I think we're"
  },
  {
    "startMs": 4324800,
    "text": "and uh to to complement I think we're using some examples in the coding"
  },
  {
    "startMs": 4327030,
    "text": "using some examples in the coding"
  },
  {
    "startMs": 4327040,
    "text": "using some examples in the coding assistant world and and again this is"
  },
  {
    "startMs": 4329750,
    "text": "assistant world and and again this is"
  },
  {
    "startMs": 4329760,
    "text": "assistant world and and again this is not how we for instance approach things"
  },
  {
    "startMs": 4331830,
    "text": "not how we for instance approach things"
  },
  {
    "startMs": 4331840,
    "text": "not how we for instance approach things at at Monzo because of like a different"
  },
  {
    "startMs": 4334149,
    "text": "at at Monzo because of like a different"
  },
  {
    "startMs": 4334159,
    "text": "at at Monzo because of like a different context text, but when we this is"
  },
  {
    "startMs": 4336550,
    "text": "context text, but when we this is"
  },
  {
    "startMs": 4336560,
    "text": "context text, but when we this is bringing to to our hardness. I think we"
  },
  {
    "startMs": 4338229,
    "text": "bringing to to our hardness. I think we"
  },
  {
    "startMs": 4338239,
    "text": "bringing to to our hardness. I think we use the AI coding examples because"
  },
  {
    "startMs": 4339750,
    "text": "use the AI coding examples because"
  },
  {
    "startMs": 4339760,
    "text": "use the AI coding examples because they're close to us and they're the"
  },
  {
    "startMs": 4341110,
    "text": "they're close to us and they're the"
  },
  {
    "startMs": 4341120,
    "text": "they're close to us and they're the tools many of us are using on a on a"
  },
  {
    "startMs": 4343189,
    "text": "tools many of us are using on a on a"
  },
  {
    "startMs": 4343199,
    "text": "tools many of us are using on a on a daily basis. Uh but when we apply here"
  },
  {
    "startMs": 4345910,
    "text": "daily basis. Uh but when we apply here"
  },
  {
    "startMs": 4345920,
    "text": "daily basis. Uh but when we apply here is the the same thing that claude code"
  },
  {
    "startMs": 4348390,
    "text": "is the the same thing that claude code"
  },
  {
    "startMs": 4348400,
    "text": "is the the same thing that claude code does when they have a feature that"
  },
  {
    "startMs": 4351030,
    "text": "does when they have a feature that"
  },
  {
    "startMs": 4351040,
    "text": "does when they have a feature that allows you to gauge how much you want to"
  },
  {
    "startMs": 4354070,
    "text": "allows you to gauge how much you want to"
  },
  {
    "startMs": 4354080,
    "text": "allows you to gauge how much you want to be involved in the process. When we are"
  },
  {
    "startMs": 4355910,
    "text": "be involved in the process. When we are"
  },
  {
    "startMs": 4355920,
    "text": "be involved in the process. When we are building our financial harnesses, we can"
  },
  {
    "startMs": 4358070,
    "text": "building our financial harnesses, we can"
  },
  {
    "startMs": 4358080,
    "text": "building our financial harnesses, we can also guide our users in the in the same"
  },
  {
    "startMs": 4360550,
    "text": "also guide our users in the in the same"
  },
  {
    "startMs": 4360560,
    "text": "also guide our users in the in the same way."
  },
  {
    "startMs": 4363110,
    "text": "way."
  },
  {
    "startMs": 4363120,
    "text": "way. That is pretty spot on. Um, and again,"
  },
  {
    "startMs": 4367270,
    "text": "That is pretty spot on. Um, and again,"
  },
  {
    "startMs": 4367280,
    "text": "That is pretty spot on. Um, and again, just going back to the domain with"
  },
  {
    "startMs": 4369830,
    "text": "just going back to the domain with"
  },
  {
    "startMs": 4369840,
    "text": "just going back to the domain with money, there's some stuff you can leave"
  },
  {
    "startMs": 4372470,
    "text": "money, there's some stuff you can leave"
  },
  {
    "startMs": 4372480,
    "text": "money, there's some stuff you can leave the agent to figure out. For instance,"
  },
  {
    "startMs": 4376870,
    "text": "the agent to figure out. For instance,"
  },
  {
    "startMs": 4376880,
    "text": "the agent to figure out. For instance, if you have a few possible values for"
  },
  {
    "startMs": 4379350,
    "text": "if you have a few possible values for"
  },
  {
    "startMs": 4379360,
    "text": "if you have a few possible values for something, you're like, well, do three"
  },
  {
    "startMs": 4381669,
    "text": "something, you're like, well, do three"
  },
  {
    "startMs": 4381679,
    "text": "something, you're like, well, do three scenarios. It's probably going to be"
  },
  {
    "startMs": 4383510,
    "text": "scenarios. It's probably going to be"
  },
  {
    "startMs": 4383520,
    "text": "scenarios. It's probably going to be fine. But you want to review them side"
  },
  {
    "startMs": 4385510,
    "text": "fine. But you want to review them side"
  },
  {
    "startMs": 4385520,
    "text": "fine. But you want to review them side to side before making any decision. You"
  },
  {
    "startMs": 4387990,
    "text": "to side before making any decision. You"
  },
  {
    "startMs": 4388000,
    "text": "to side before making any decision. You wouldn't hand over entirely the keys to"
  },
  {
    "startMs": 4390550,
    "text": "wouldn't hand over entirely the keys to"
  },
  {
    "startMs": 4390560,
    "text": "wouldn't hand over entirely the keys to the kingdom to something that you don't"
  },
  {
    "startMs": 4392950,
    "text": "the kingdom to something that you don't"
  },
  {
    "startMs": 4392960,
    "text": "the kingdom to something that you don't necessarily trust is going to have your"
  },
  {
    "startMs": 4394790,
    "text": "necessarily trust is going to have your"
  },
  {
    "startMs": 4394800,
    "text": "necessarily trust is going to have your best interest in mind. Not that it will"
  },
  {
    "startMs": 4396870,
    "text": "best interest in mind. Not that it will"
  },
  {
    "startMs": 4396880,
    "text": "best interest in mind. Not that it will have an interest at mine, but um"
  },
  {
    "startMs": 4401189,
    "text": "have an interest at mine, but um"
  },
  {
    "startMs": 4401199,
    "text": "have an interest at mine, but um so this is a"
  },
  {
    "startMs": 4404790,
    "text": "so this is a"
  },
  {
    "startMs": 4404800,
    "text": "so this is a it's very important that you know that"
  },
  {
    "startMs": 4408310,
    "text": "it's very important that you know that"
  },
  {
    "startMs": 4408320,
    "text": "it's very important that you know that bad decisions carry forward into your"
  },
  {
    "startMs": 4411110,
    "text": "bad decisions carry forward into your"
  },
  {
    "startMs": 4411120,
    "text": "bad decisions carry forward into your other decisions. So the gates you design"
  },
  {
    "startMs": 4414630,
    "text": "other decisions. So the gates you design"
  },
  {
    "startMs": 4414640,
    "text": "other decisions. So the gates you design need to be fit for purpose. You need to"
  },
  {
    "startMs": 4416709,
    "text": "need to be fit for purpose. You need to"
  },
  {
    "startMs": 4416719,
    "text": "need to be fit for purpose. You need to know the use case really well in order"
  },
  {
    "startMs": 4419270,
    "text": "know the use case really well in order"
  },
  {
    "startMs": 4419280,
    "text": "know the use case really well in order to be able to put the gates where it"
  },
  {
    "startMs": 4421110,
    "text": "to be able to put the gates where it"
  },
  {
    "startMs": 4421120,
    "text": "to be able to put the gates where it matters. Otherwise, you're just adding"
  },
  {
    "startMs": 4424070,
    "text": "matters. Otherwise, you're just adding"
  },
  {
    "startMs": 4424080,
    "text": "matters. Otherwise, you're just adding before any decision, ask me and then it"
  },
  {
    "startMs": 4426790,
    "text": "before any decision, ask me and then it"
  },
  {
    "startMs": 4426800,
    "text": "before any decision, ask me and then it becomes very low signal again. Um and"
  },
  {
    "startMs": 4430470,
    "text": "becomes very low signal again. Um and"
  },
  {
    "startMs": 4430480,
    "text": "becomes very low signal again. Um and well for code you don't necessarily need"
  },
  {
    "startMs": 4432550,
    "text": "well for code you don't necessarily need"
  },
  {
    "startMs": 4432560,
    "text": "well for code you don't necessarily need to ask because the tests will speak for"
  },
  {
    "startMs": 4434950,
    "text": "to ask because the tests will speak for"
  },
  {
    "startMs": 4434960,
    "text": "to ask because the tests will speak for themselves. That's where the receipts"
  },
  {
    "startMs": 4436470,
    "text": "themselves. That's where the receipts"
  },
  {
    "startMs": 4436480,
    "text": "themselves. That's where the receipts come in handy because you only need to"
  },
  {
    "startMs": 4438630,
    "text": "come in handy because you only need to"
  },
  {
    "startMs": 4438640,
    "text": "come in handy because you only need to check that everything is passing and you"
  },
  {
    "startMs": 4440470,
    "text": "check that everything is passing and you"
  },
  {
    "startMs": 4440480,
    "text": "check that everything is passing and you will have a lot of confidence because of"
  },
  {
    "startMs": 4442310,
    "text": "will have a lot of confidence because of"
  },
  {
    "startMs": 4442320,
    "text": "will have a lot of confidence because of it."
  },
  {
    "startMs": 4443990,
    "text": "it."
  },
  {
    "startMs": 4444000,
    "text": "it. So if you go back to"
  },
  {
    "startMs": 4446550,
    "text": "So if you go back to"
  },
  {
    "startMs": 4446560,
    "text": "So if you go back to the demo,"
  },
  {
    "startMs": 4448709,
    "text": "the demo,"
  },
  {
    "startMs": 4448719,
    "text": "the demo, funnily enough, this plan is not very"
  },
  {
    "startMs": 4451430,
    "text": "funnily enough, this plan is not very"
  },
  {
    "startMs": 4451440,
    "text": "funnily enough, this plan is not very high on accountability."
  },
  {
    "startMs": 4453910,
    "text": "high on accountability."
  },
  {
    "startMs": 4453920,
    "text": "high on accountability. The only step is I will check everything"
  },
  {
    "startMs": 4457030,
    "text": "The only step is I will check everything"
  },
  {
    "startMs": 4457040,
    "text": "The only step is I will check everything that we calculated all the scenarios"
  },
  {
    "startMs": 4459430,
    "text": "that we calculated all the scenarios"
  },
  {
    "startMs": 4459440,
    "text": "that we calculated all the scenarios whatever and I will make a decision on"
  },
  {
    "startMs": 4461669,
    "text": "whatever and I will make a decision on"
  },
  {
    "startMs": 4461679,
    "text": "whatever and I will make a decision on how much I need to save every month."
  },
  {
    "startMs": 4464229,
    "text": "how much I need to save every month."
  },
  {
    "startMs": 4464239,
    "text": "how much I need to save every month. I mean still nice because no money is"
  },
  {
    "startMs": 4466470,
    "text": "I mean still nice because no money is"
  },
  {
    "startMs": 4466480,
    "text": "I mean still nice because no money is moving out of my bank account anywhere"
  },
  {
    "startMs": 4469350,
    "text": "moving out of my bank account anywhere"
  },
  {
    "startMs": 4469360,
    "text": "moving out of my bank account anywhere but yeah there's a accountability"
  },
  {
    "startMs": 4471669,
    "text": "but yeah there's a accountability"
  },
  {
    "startMs": 4471679,
    "text": "but yeah there's a accountability mechanism I feel confident that that"
  },
  {
    "startMs": 4473510,
    "text": "mechanism I feel confident that that"
  },
  {
    "startMs": 4473520,
    "text": "mechanism I feel confident that that will gate any anything else"
  },
  {
    "startMs": 4476470,
    "text": "will gate any anything else"
  },
  {
    "startMs": 4476480,
    "text": "will gate any anything else I think as a as a as an extra example"
  },
  {
    "startMs": 4478550,
    "text": "I think as a as a as an extra example"
  },
  {
    "startMs": 4478560,
    "text": "I think as a as a as an extra example like in this this challenge and decision"
  },
  {
    "startMs": 4481669,
    "text": "like in this this challenge and decision"
  },
  {
    "startMs": 4481679,
    "text": "like in this this challenge and decision here likely as we let's say we accept"
  },
  {
    "startMs": 4485189,
    "text": "here likely as we let's say we accept"
  },
  {
    "startMs": 4485199,
    "text": "here likely as we let's say we accept this and this is now marked as a"
  },
  {
    "startMs": 4487189,
    "text": "this and this is now marked as a"
  },
  {
    "startMs": 4487199,
    "text": "this and this is now marked as a decision we made if we ever use this"
  },
  {
    "startMs": 4490790,
    "text": "decision we made if we ever use this"
  },
  {
    "startMs": 4490800,
    "text": "decision we made if we ever use this information like the 20k landing on the"
  },
  {
    "startMs": 4492870,
    "text": "information like the 20k landing on the"
  },
  {
    "startMs": 4492880,
    "text": "information like the 20k landing on the same day as payment three as something"
  },
  {
    "startMs": 4495270,
    "text": "same day as payment three as something"
  },
  {
    "startMs": 4495280,
    "text": "same day as payment three as something that influences the final decision. This"
  },
  {
    "startMs": 4497990,
    "text": "that influences the final decision. This"
  },
  {
    "startMs": 4498000,
    "text": "that influences the final decision. This definitely comes with the with the"
  },
  {
    "startMs": 4499910,
    "text": "definitely comes with the with the"
  },
  {
    "startMs": 4499920,
    "text": "definitely comes with the with the accountability."
  },
  {
    "startMs": 4500630,
    "text": "accountability."
  },
  {
    "startMs": 4500640,
    "text": "accountability. Yeah."
  },
  {
    "startMs": 4510000,
    "text": "Go up."
  },
  {
    "startMs": 4511110,
    "text": "Go up."
  },
  {
    "startMs": 4511120,
    "text": "Go up. No, I actually like I'm improvising a"
  },
  {
    "startMs": 4513189,
    "text": "No, I actually like I'm improvising a"
  },
  {
    "startMs": 4513199,
    "text": "No, I actually like I'm improvising a little bit, but if you scroll up a"
  },
  {
    "startMs": 4515270,
    "text": "little bit, but if you scroll up a"
  },
  {
    "startMs": 4515280,
    "text": "little bit, but if you scroll up a little bit."
  },
  {
    "startMs": 4515750,
    "text": "little bit."
  },
  {
    "startMs": 4515760,
    "text": "little bit. Mhm. Erh this is like again not not"
  },
  {
    "startMs": 4518870,
    "text": "Mhm. Erh this is like again not not"
  },
  {
    "startMs": 4518880,
    "text": "Mhm. Erh this is like again not not priding myself of any good design at all"
  },
  {
    "startMs": 4521830,
    "text": "priding myself of any good design at all"
  },
  {
    "startMs": 4521840,
    "text": "priding myself of any good design at all anything the contrary but h you see we"
  },
  {
    "startMs": 4525189,
    "text": "anything the contrary but h you see we"
  },
  {
    "startMs": 4525199,
    "text": "anything the contrary but h you see we have a little bit of a weird structure"
  },
  {
    "startMs": 4527270,
    "text": "have a little bit of a weird structure"
  },
  {
    "startMs": 4527280,
    "text": "have a little bit of a weird structure there looks like a tree a little bit"
  },
  {
    "startMs": 4530229,
    "text": "there looks like a tree a little bit"
  },
  {
    "startMs": 4530239,
    "text": "there looks like a tree a little bit with something branching out joining"
  },
  {
    "startMs": 4531990,
    "text": "with something branching out joining"
  },
  {
    "startMs": 4532000,
    "text": "with something branching out joining back in that's another accountability"
  },
  {
    "startMs": 4534229,
    "text": "back in that's another accountability"
  },
  {
    "startMs": 4534239,
    "text": "back in that's another accountability mechanism as Philip is saying where"
  },
  {
    "startMs": 4536790,
    "text": "mechanism as Philip is saying where"
  },
  {
    "startMs": 4536800,
    "text": "mechanism as Philip is saying where there's some decisions the model will"
  },
  {
    "startMs": 4539110,
    "text": "there's some decisions the model will"
  },
  {
    "startMs": 4539120,
    "text": "there's some decisions the model will either assume and just try to verify"
  },
  {
    "startMs": 4542070,
    "text": "either assume and just try to verify"
  },
  {
    "startMs": 4542080,
    "text": "either assume and just try to verify with you like hey is this right is this"
  },
  {
    "startMs": 4544550,
    "text": "with you like hey is this right is this"
  },
  {
    "startMs": 4544560,
    "text": "with you like hey is this right is this the number you want to use here or just"
  },
  {
    "startMs": 4547110,
    "text": "the number you want to use here or just"
  },
  {
    "startMs": 4547120,
    "text": "the number you want to use here or just try to figure out things how they fit"
  },
  {
    "startMs": 4549189,
    "text": "try to figure out things how they fit"
  },
  {
    "startMs": 4549199,
    "text": "try to figure out things how they fit into the overall um system."
  },
  {
    "startMs": 4553030,
    "text": "into the overall um system."
  },
  {
    "startMs": 4553040,
    "text": "into the overall um system. We thought a good way to showcase that"
  },
  {
    "startMs": 4556149,
    "text": "We thought a good way to showcase that"
  },
  {
    "startMs": 4556159,
    "text": "We thought a good way to showcase that you need to design a harness that gives"
  },
  {
    "startMs": 4558229,
    "text": "you need to design a harness that gives"
  },
  {
    "startMs": 4558239,
    "text": "you need to design a harness that gives you the accountability is making sure"
  },
  {
    "startMs": 4560390,
    "text": "you the accountability is making sure"
  },
  {
    "startMs": 4560400,
    "text": "you the accountability is making sure that you can trace all the decisions"
  },
  {
    "startMs": 4562070,
    "text": "that you can trace all the decisions"
  },
  {
    "startMs": 4562080,
    "text": "that you can trace all the decisions that have been made who made them uh and"
  },
  {
    "startMs": 4566229,
    "text": "that have been made who made them uh and"
  },
  {
    "startMs": 4566239,
    "text": "that have been made who made them uh and have that sense of well this was"
  },
  {
    "startMs": 4568790,
    "text": "have that sense of well this was"
  },
  {
    "startMs": 4568800,
    "text": "have that sense of well this was something that the agent assumed and I"
  },
  {
    "startMs": 4571030,
    "text": "something that the agent assumed and I"
  },
  {
    "startMs": 4571040,
    "text": "something that the agent assumed and I let carry on in the rest of my flow or"
  },
  {
    "startMs": 4573910,
    "text": "let carry on in the rest of my flow or"
  },
  {
    "startMs": 4573920,
    "text": "let carry on in the rest of my flow or it's something that"
  },
  {
    "startMs": 4576070,
    "text": "it's something that"
  },
  {
    "startMs": 4576080,
    "text": "it's something that I provided a revised input to and the"
  },
  {
    "startMs": 4580630,
    "text": "I provided a revised input to and the"
  },
  {
    "startMs": 4580640,
    "text": "I provided a revised input to and the reason again I'm a very visual person"
  },
  {
    "startMs": 4583110,
    "text": "reason again I'm a very visual person"
  },
  {
    "startMs": 4583120,
    "text": "reason again I'm a very visual person that could be symptom of something. I"
  },
  {
    "startMs": 4584709,
    "text": "that could be symptom of something. I"
  },
  {
    "startMs": 4584719,
    "text": "that could be symptom of something. I don't know. But the reason I think it's"
  },
  {
    "startMs": 4587270,
    "text": "don't know. But the reason I think it's"
  },
  {
    "startMs": 4587280,
    "text": "don't know. But the reason I think it's kind of like a not a straight line"
  },
  {
    "startMs": 4589189,
    "text": "kind of like a not a straight line"
  },
  {
    "startMs": 4589199,
    "text": "kind of like a not a straight line conversation, but rather branching out"
  },
  {
    "startMs": 4591030,
    "text": "conversation, but rather branching out"
  },
  {
    "startMs": 4591040,
    "text": "conversation, but rather branching out and then branching back in is that when"
  },
  {
    "startMs": 4593270,
    "text": "and then branching back in is that when"
  },
  {
    "startMs": 4593280,
    "text": "and then branching back in is that when you're chatting with an agent, again,"
  },
  {
    "startMs": 4595910,
    "text": "you're chatting with an agent, again,"
  },
  {
    "startMs": 4595920,
    "text": "you're chatting with an agent, again, for financial purposes, you may reason"
  },
  {
    "startMs": 4598790,
    "text": "for financial purposes, you may reason"
  },
  {
    "startMs": 4598800,
    "text": "for financial purposes, you may reason about something after a decision has"
  },
  {
    "startMs": 4601590,
    "text": "about something after a decision has"
  },
  {
    "startMs": 4601600,
    "text": "about something after a decision has been made and you are well in your right"
  },
  {
    "startMs": 4604229,
    "text": "been made and you are well in your right"
  },
  {
    "startMs": 4604239,
    "text": "been made and you are well in your right to correct information and add more"
  },
  {
    "startMs": 4606790,
    "text": "to correct information and add more"
  },
  {
    "startMs": 4606800,
    "text": "to correct information and add more context. So, I think it's important that"
  },
  {
    "startMs": 4609350,
    "text": "context. So, I think it's important that"
  },
  {
    "startMs": 4609360,
    "text": "context. So, I think it's important that when you're creating an a harness that"
  },
  {
    "startMs": 4612229,
    "text": "when you're creating an a harness that"
  },
  {
    "startMs": 4612239,
    "text": "when you're creating an a harness that you not only build those gates for"
  },
  {
    "startMs": 4615189,
    "text": "you not only build those gates for"
  },
  {
    "startMs": 4615199,
    "text": "you not only build those gates for validating things, making sure that"
  },
  {
    "startMs": 4617030,
    "text": "validating things, making sure that"
  },
  {
    "startMs": 4617040,
    "text": "validating things, making sure that you're still accountable, but also for"
  },
  {
    "startMs": 4619350,
    "text": "you're still accountable, but also for"
  },
  {
    "startMs": 4619360,
    "text": "you're still accountable, but also for correcting the course and making sure"
  },
  {
    "startMs": 4621669,
    "text": "correcting the course and making sure"
  },
  {
    "startMs": 4621679,
    "text": "correcting the course and making sure that you can do so safely and it's not"
  },
  {
    "startMs": 4625030,
    "text": "that you can do so safely and it's not"
  },
  {
    "startMs": 4625040,
    "text": "that you can do so safely and it's not like, oh, because I typed this sentence"
  },
  {
    "startMs": 4627270,
    "text": "like, oh, because I typed this sentence"
  },
  {
    "startMs": 4627280,
    "text": "like, oh, because I typed this sentence in the chat, now all my analysis is"
  },
  {
    "startMs": 4629990,
    "text": "in the chat, now all my analysis is"
  },
  {
    "startMs": 4630000,
    "text": "in the chat, now all my analysis is gone. H that has happened to me many"
  },
  {
    "startMs": 4633189,
    "text": "gone. H that has happened to me many"
  },
  {
    "startMs": 4633199,
    "text": "gone. H that has happened to me many many times trying to solve a problem and"
  },
  {
    "startMs": 4636149,
    "text": "many times trying to solve a problem and"
  },
  {
    "startMs": 4636159,
    "text": "many times trying to solve a problem and maybe I was like dispersed dictating to"
  },
  {
    "startMs": 4639270,
    "text": "maybe I was like dispersed dictating to"
  },
  {
    "startMs": 4639280,
    "text": "maybe I was like dispersed dictating to my phone I said something in the middle"
  },
  {
    "startMs": 4641510,
    "text": "my phone I said something in the middle"
  },
  {
    "startMs": 4641520,
    "text": "my phone I said something in the middle of it and then the whole analysis is"
  },
  {
    "startMs": 4643350,
    "text": "of it and then the whole analysis is"
  },
  {
    "startMs": 4643360,
    "text": "of it and then the whole analysis is gone because I can't really take away"
  },
  {
    "startMs": 4646229,
    "text": "gone because I can't really take away"
  },
  {
    "startMs": 4646239,
    "text": "gone because I can't really take away that one sentence and please keep"
  },
  {
    "startMs": 4649350,
    "text": "that one sentence and please keep"
  },
  {
    "startMs": 4649360,
    "text": "that one sentence and please keep everything else as it was h so this"
  },
  {
    "startMs": 4651830,
    "text": "everything else as it was h so this"
  },
  {
    "startMs": 4651840,
    "text": "everything else as it was h so this gives us another means to be accountable"
  },
  {
    "startMs": 4654870,
    "text": "gives us another means to be accountable"
  },
  {
    "startMs": 4654880,
    "text": "gives us another means to be accountable for what goes into the system for"
  },
  {
    "startMs": 4657590,
    "text": "for what goes into the system for"
  },
  {
    "startMs": 4657600,
    "text": "for what goes into the system for financial analysis and what"
  },
  {
    "startMs": 4662800,
    "text": "Do you want to move to the slides? Yes."
  },
  {
    "startMs": 4668070,
    "text": "Do you want to move to the slides? Yes."
  },
  {
    "startMs": 4668080,
    "text": "Do you want to move to the slides? Yes. Okay, cool. So, uh, a few things we can"
  },
  {
    "startMs": 4670550,
    "text": "Okay, cool. So, uh, a few things we can"
  },
  {
    "startMs": 4670560,
    "text": "Okay, cool. So, uh, a few things we can try. Erh, you can go and and hover into"
  },
  {
    "startMs": 4675669,
    "text": "try. Erh, you can go and and hover into"
  },
  {
    "startMs": 4675679,
    "text": "try. Erh, you can go and and hover into the chip that guest that says how many"
  },
  {
    "startMs": 4677990,
    "text": "the chip that guest that says how many"
  },
  {
    "startMs": 4678000,
    "text": "the chip that guest that says how many guests we have in the wedding example."
  },
  {
    "startMs": 4680709,
    "text": "guests we have in the wedding example."
  },
  {
    "startMs": 4680719,
    "text": "guests we have in the wedding example. And you can add that that will add it to"
  },
  {
    "startMs": 4683110,
    "text": "And you can add that that will add it to"
  },
  {
    "startMs": 4683120,
    "text": "And you can add that that will add it to the chat and you can say, \"Oh, actually,"
  },
  {
    "startMs": 4684790,
    "text": "the chat and you can say, \"Oh, actually,"
  },
  {
    "startMs": 4684800,
    "text": "the chat and you can say, \"Oh, actually, it's not this number. H we will get no"
  },
  {
    "startMs": 4687270,
    "text": "it's not this number. H we will get no"
  },
  {
    "startMs": 4687280,
    "text": "it's not this number. H we will get no fewer than 150 guests for instance. Erh"
  },
  {
    "startMs": 4690870,
    "text": "fewer than 150 guests for instance. Erh"
  },
  {
    "startMs": 4690880,
    "text": "fewer than 150 guests for instance. Erh that will get your harness to rethink"
  },
  {
    "startMs": 4693669,
    "text": "that will get your harness to rethink"
  },
  {
    "startMs": 4693679,
    "text": "that will get your harness to rethink the plan see the consequences of that"
  },
  {
    "startMs": 4696709,
    "text": "the plan see the consequences of that"
  },
  {
    "startMs": 4696719,
    "text": "the plan see the consequences of that input into other stuff and suggest a"
  },
  {
    "startMs": 4699830,
    "text": "input into other stuff and suggest a"
  },
  {
    "startMs": 4699840,
    "text": "input into other stuff and suggest a either a modification of your plan or"
  },
  {
    "startMs": 4702229,
    "text": "either a modification of your plan or"
  },
  {
    "startMs": 4702239,
    "text": "either a modification of your plan or just change the input whatever."
  },
  {
    "startMs": 4705110,
    "text": "just change the input whatever."
  },
  {
    "startMs": 4705120,
    "text": "just change the input whatever. The important part here is you build the"
  },
  {
    "startMs": 4707910,
    "text": "The important part here is you build the"
  },
  {
    "startMs": 4707920,
    "text": "The important part here is you build the feedback mechanism on purpose and you"
  },
  {
    "startMs": 4711030,
    "text": "feedback mechanism on purpose and you"
  },
  {
    "startMs": 4711040,
    "text": "feedback mechanism on purpose and you have some judgment over making sure that"
  },
  {
    "startMs": 4714310,
    "text": "have some judgment over making sure that"
  },
  {
    "startMs": 4714320,
    "text": "have some judgment over making sure that there is some consequential decision"
  },
  {
    "startMs": 4716790,
    "text": "there is some consequential decision"
  },
  {
    "startMs": 4716800,
    "text": "there is some consequential decision making on the fact that this input may"
  },
  {
    "startMs": 4719669,
    "text": "making on the fact that this input may"
  },
  {
    "startMs": 4719679,
    "text": "making on the fact that this input may change your whole analysis. H you need"
  },
  {
    "startMs": 4722630,
    "text": "change your whole analysis. H you need"
  },
  {
    "startMs": 4722640,
    "text": "change your whole analysis. H you need to be on top of making sure that those"
  },
  {
    "startMs": 4724870,
    "text": "to be on top of making sure that those"
  },
  {
    "startMs": 4724880,
    "text": "to be on top of making sure that those changes make sense."
  },
  {
    "startMs": 4729040,
    "text": "The other thing you can try is on if you"
  },
  {
    "startMs": 4732709,
    "text": "The other thing you can try is on if you"
  },
  {
    "startMs": 4732719,
    "text": "The other thing you can try is on if you click on step five erh you can open up a"
  },
  {
    "startMs": 4737110,
    "text": "click on step five erh you can open up a"
  },
  {
    "startMs": 4737120,
    "text": "click on step five erh you can open up a new branch conversation like a branched"
  },
  {
    "startMs": 4740229,
    "text": "new branch conversation like a branched"
  },
  {
    "startMs": 4740239,
    "text": "new branch conversation like a branched conversation I think is the button on"
  },
  {
    "startMs": 4741910,
    "text": "conversation I think is the button on"
  },
  {
    "startMs": 4741920,
    "text": "conversation I think is the button on the chat at the bottom"
  },
  {
    "startMs": 4743669,
    "text": "the chat at the bottom"
  },
  {
    "startMs": 4743679,
    "text": "the chat at the bottom here."
  },
  {
    "startMs": 4744149,
    "text": "here."
  },
  {
    "startMs": 4744159,
    "text": "here. Yeah. Yeah. So you can open a new"
  },
  {
    "startMs": 4745830,
    "text": "Yeah. Yeah. So you can open a new"
  },
  {
    "startMs": 4745840,
    "text": "Yeah. Yeah. So you can open a new branch."
  },
  {
    "startMs": 4748229,
    "text": "branch."
  },
  {
    "startMs": 4748239,
    "text": "branch. Has anyone used the slash"
  },
  {
    "startMs": 4752229,
    "text": "Has anyone used the slash"
  },
  {
    "startMs": 4752239,
    "text": "Has anyone used the slash btw by the way thing on cloud?"
  },
  {
    "startMs": 4757600,
    "text": "How has been your experience using it?"
  },
  {
    "startMs": 4760709,
    "text": "How has been your experience using it?"
  },
  {
    "startMs": 4760719,
    "text": "How has been your experience using it? Sometimes it works, sometimes it"
  },
  {
    "startMs": 4762070,
    "text": "Sometimes it works, sometimes it"
  },
  {
    "startMs": 4762080,
    "text": "Sometimes it works, sometimes it doesn't."
  },
  {
    "startMs": 4762790,
    "text": "doesn't."
  },
  {
    "startMs": 4762800,
    "text": "doesn't. Sometimes it works, sometimes it"
  },
  {
    "startMs": 4764070,
    "text": "Sometimes it works, sometimes it"
  },
  {
    "startMs": 4764080,
    "text": "Sometimes it works, sometimes it doesn't. And it feels like you're doing"
  },
  {
    "startMs": 4765990,
    "text": "doesn't. And it feels like you're doing"
  },
  {
    "startMs": 4766000,
    "text": "doesn't. And it feels like you're doing an aside, but not really an aside. Aside"
  },
  {
    "startMs": 4768870,
    "text": "an aside, but not really an aside. Aside"
  },
  {
    "startMs": 4768880,
    "text": "an aside, but not really an aside. Aside it becomes a part of the context, right?"
  },
  {
    "startMs": 4773430,
    "text": "it becomes a part of the context, right?"
  },
  {
    "startMs": 4773440,
    "text": "it becomes a part of the context, right? But do you get a choice? Like maybe I"
  },
  {
    "startMs": 4776149,
    "text": "But do you get a choice? Like maybe I"
  },
  {
    "startMs": 4776159,
    "text": "But do you get a choice? Like maybe I have a stupid question in the middle of"
  },
  {
    "startMs": 4777430,
    "text": "have a stupid question in the middle of"
  },
  {
    "startMs": 4777440,
    "text": "have a stupid question in the middle of the conversation."
  },
  {
    "startMs": 4778149,
    "text": "the conversation."
  },
  {
    "startMs": 4778159,
    "text": "the conversation. No, I don't have a choice. I don't"
  },
  {
    "startMs": 4779580,
    "text": "No, I don't have a choice. I don't"
  },
  {
    "startMs": 4779590,
    "text": "No, I don't have a choice. I don't [laughter] if I ask a question then it"
  },
  {
    "startMs": 4781189,
    "text": "[laughter] if I ask a question then it"
  },
  {
    "startMs": 4781199,
    "text": "[laughter] if I ask a question then it becomes the part of the session."
  },
  {
    "startMs": 4782790,
    "text": "becomes the part of the session."
  },
  {
    "startMs": 4782800,
    "text": "becomes the part of the session. Yeah. Yeah."
  },
  {
    "startMs": 4784870,
    "text": "Yeah. Yeah."
  },
  {
    "startMs": 4784880,
    "text": "Yeah. Yeah. So in here, what we're trying to do, and"
  },
  {
    "startMs": 4787350,
    "text": "So in here, what we're trying to do, and"
  },
  {
    "startMs": 4787360,
    "text": "So in here, what we're trying to do, and going back to why we're doing it like"
  },
  {
    "startMs": 4789350,
    "text": "going back to why we're doing it like"
  },
  {
    "startMs": 4789360,
    "text": "going back to why we're doing it like this, we want to show you how it could"
  },
  {
    "startMs": 4791830,
    "text": "this, we want to show you how it could"
  },
  {
    "startMs": 4791840,
    "text": "this, we want to show you how it could feel if we design something with the"
  },
  {
    "startMs": 4794790,
    "text": "feel if we design something with the"
  },
  {
    "startMs": 4794800,
    "text": "feel if we design something with the intent of, well, this really needs to be"
  },
  {
    "startMs": 4797430,
    "text": "intent of, well, this really needs to be"
  },
  {
    "startMs": 4797440,
    "text": "intent of, well, this really needs to be an aside. I have too many stupid"
  },
  {
    "startMs": 4799430,
    "text": "an aside. I have too many stupid"
  },
  {
    "startMs": 4799440,
    "text": "an aside. I have too many stupid questions when I'm chatting with AI. So"
  },
  {
    "startMs": 4801430,
    "text": "questions when I'm chatting with AI. So"
  },
  {
    "startMs": 4801440,
    "text": "questions when I'm chatting with AI. So many. And it's shameful, but I end up"
  },
  {
    "startMs": 4804390,
    "text": "many. And it's shameful, but I end up"
  },
  {
    "startMs": 4804400,
    "text": "many. And it's shameful, but I end up having to open a separate chat because I"
  },
  {
    "startMs": 4806149,
    "text": "having to open a separate chat because I"
  },
  {
    "startMs": 4806159,
    "text": "having to open a separate chat because I don't trust it's not going to"
  },
  {
    "startMs": 4807110,
    "text": "don't trust it's not going to"
  },
  {
    "startMs": 4807120,
    "text": "don't trust it's not going to contaminate what I'm doing. And then I"
  },
  {
    "startMs": 4809350,
    "text": "contaminate what I'm doing. And then I"
  },
  {
    "startMs": 4809360,
    "text": "contaminate what I'm doing. And then I will take more time just being like,"
  },
  {
    "startMs": 4810790,
    "text": "will take more time just being like,"
  },
  {
    "startMs": 4810800,
    "text": "will take more time just being like, \"Hey, this is a stupid question. please"
  },
  {
    "startMs": 4812470,
    "text": "\"Hey, this is a stupid question. please"
  },
  {
    "startMs": 4812480,
    "text": "\"Hey, this is a stupid question. please don't use for anything else is the"
  },
  {
    "startMs": 4815189,
    "text": "don't use for anything else is the"
  },
  {
    "startMs": 4815199,
    "text": "don't use for anything else is the please don't make any mistakes thing"
  },
  {
    "startMs": 4816709,
    "text": "please don't make any mistakes thing"
  },
  {
    "startMs": 4816719,
    "text": "please don't make any mistakes thing Philippe was saying"
  },
  {
    "startMs": 4817910,
    "text": "Philippe was saying"
  },
  {
    "startMs": 4817920,
    "text": "Philippe was saying h doesn't work quite well. So whatever"
  },
  {
    "startMs": 4820149,
    "text": "h doesn't work quite well. So whatever"
  },
  {
    "startMs": 4820159,
    "text": "h doesn't work quite well. So whatever you design if you have a feedback"
  },
  {
    "startMs": 4822390,
    "text": "you design if you have a feedback"
  },
  {
    "startMs": 4822400,
    "text": "you design if you have a feedback mechanism make sure that you tailor it"
  },
  {
    "startMs": 4824709,
    "text": "mechanism make sure that you tailor it"
  },
  {
    "startMs": 4824719,
    "text": "mechanism make sure that you tailor it to how you actually want to use it. Erh"
  },
  {
    "startMs": 4829430,
    "text": "to how you actually want to use it. Erh"
  },
  {
    "startMs": 4829440,
    "text": "to how you actually want to use it. Erh oops"
  },
  {
    "startMs": 4830950,
    "text": "oops"
  },
  {
    "startMs": 4830960,
    "text": "oops cool"
  },
  {
    "startMs": 4834000,
    "text": "and then as for h the last point the"
  },
  {
    "startMs": 4838550,
    "text": "and then as for h the last point the"
  },
  {
    "startMs": 4838560,
    "text": "and then as for h the last point the last principle will be verification. So"
  },
  {
    "startMs": 4842630,
    "text": "last principle will be verification. So"
  },
  {
    "startMs": 4842640,
    "text": "last principle will be verification. So you want a second pair of eyes and this"
  },
  {
    "startMs": 4845669,
    "text": "you want a second pair of eyes and this"
  },
  {
    "startMs": 4845679,
    "text": "you want a second pair of eyes and this builds on the principle of"
  },
  {
    "startMs": 4848310,
    "text": "builds on the principle of"
  },
  {
    "startMs": 4848320,
    "text": "builds on the principle of accountability"
  },
  {
    "startMs": 4849990,
    "text": "accountability"
  },
  {
    "startMs": 4850000,
    "text": "accountability because you are accountable for that"
  },
  {
    "startMs": 4852870,
    "text": "because you are accountable for that"
  },
  {
    "startMs": 4852880,
    "text": "because you are accountable for that review as well. Erh,"
  },
  {
    "startMs": 4856229,
    "text": "review as well. Erh,"
  },
  {
    "startMs": 4856239,
    "text": "review as well. Erh, and maybe that's too abstract, but has"
  },
  {
    "startMs": 4860310,
    "text": "and maybe that's too abstract, but has"
  },
  {
    "startMs": 4860320,
    "text": "and maybe that's too abstract, but has anyone been in a situation where someone"
  },
  {
    "startMs": 4864310,
    "text": "anyone been in a situation where someone"
  },
  {
    "startMs": 4864320,
    "text": "anyone been in a situation where someone h passed the blame on a bad decision to"
  },
  {
    "startMs": 4867430,
    "text": "h passed the blame on a bad decision to"
  },
  {
    "startMs": 4867440,
    "text": "h passed the blame on a bad decision to you or anyone else just on the basis of"
  },
  {
    "startMs": 4870390,
    "text": "you or anyone else just on the basis of"
  },
  {
    "startMs": 4870400,
    "text": "you or anyone else just on the basis of No, but Franchesco, review it."
  },
  {
    "startMs": 4874149,
    "text": "No, but Franchesco, review it."
  },
  {
    "startMs": 4874159,
    "text": "No, but Franchesco, review it. That happens."
  },
  {
    "startMs": 4875510,
    "text": "That happens."
  },
  {
    "startMs": 4875520,
    "text": "That happens. That happens. So, um, we were having a"
  },
  {
    "startMs": 4878709,
    "text": "That happens. So, um, we were having a"
  },
  {
    "startMs": 4878719,
    "text": "That happens. So, um, we were having a funny conversation like a month ago"
  },
  {
    "startMs": 4880470,
    "text": "funny conversation like a month ago"
  },
  {
    "startMs": 4880480,
    "text": "funny conversation like a month ago where a few a few people are starting to"
  },
  {
    "startMs": 4883990,
    "text": "where a few a few people are starting to"
  },
  {
    "startMs": 4884000,
    "text": "where a few a few people are starting to have thoughts that the burden of"
  },
  {
    "startMs": 4887990,
    "text": "have thoughts that the burden of"
  },
  {
    "startMs": 4888000,
    "text": "have thoughts that the burden of something being good or correct with VIP"
  },
  {
    "startMs": 4890310,
    "text": "something being good or correct with VIP"
  },
  {
    "startMs": 4890320,
    "text": "something being good or correct with VIP coding ends up being in the hands of the"
  },
  {
    "startMs": 4893189,
    "text": "coding ends up being in the hands of the"
  },
  {
    "startMs": 4893199,
    "text": "coding ends up being in the hands of the reviewer in a team that feels really"
  },
  {
    "startMs": 4895830,
    "text": "reviewer in a team that feels really"
  },
  {
    "startMs": 4895840,
    "text": "reviewer in a team that feels really demoralizing because you're just being"
  },
  {
    "startMs": 4898229,
    "text": "demoralizing because you're just being"
  },
  {
    "startMs": 4898239,
    "text": "demoralizing because you're just being given a bunch of stuff that sure looks"
  },
  {
    "startMs": 4901910,
    "text": "given a bunch of stuff that sure looks"
  },
  {
    "startMs": 4901920,
    "text": "given a bunch of stuff that sure looks about right, but then it's your"
  },
  {
    "startMs": 4903669,
    "text": "about right, but then it's your"
  },
  {
    "startMs": 4903679,
    "text": "about right, but then it's your responsibility responsibility ultimately"
  },
  {
    "startMs": 4906070,
    "text": "responsibility responsibility ultimately"
  },
  {
    "startMs": 4906080,
    "text": "responsibility responsibility ultimately to make sure that it is right."
  },
  {
    "startMs": 4908870,
    "text": "to make sure that it is right."
  },
  {
    "startMs": 4908880,
    "text": "to make sure that it is right. This whole principle of verification is"
  },
  {
    "startMs": 4910870,
    "text": "This whole principle of verification is"
  },
  {
    "startMs": 4910880,
    "text": "This whole principle of verification is just building more feedback loops so you"
  },
  {
    "startMs": 4913750,
    "text": "just building more feedback loops so you"
  },
  {
    "startMs": 4913760,
    "text": "just building more feedback loops so you don't have blind spots but without"
  },
  {
    "startMs": 4916229,
    "text": "don't have blind spots but without"
  },
  {
    "startMs": 4916239,
    "text": "don't have blind spots but without relegating any of the accountability."
  },
  {
    "startMs": 4918550,
    "text": "relegating any of the accountability."
  },
  {
    "startMs": 4918560,
    "text": "relegating any of the accountability. Ultimately, this is just extra"
  },
  {
    "startMs": 4920229,
    "text": "Ultimately, this is just extra"
  },
  {
    "startMs": 4920239,
    "text": "Ultimately, this is just extra information from a different source to"
  },
  {
    "startMs": 4922629,
    "text": "information from a different source to"
  },
  {
    "startMs": 4922639,
    "text": "information from a different source to avoid biases and avoid"
  },
  {
    "startMs": 4925669,
    "text": "avoid biases and avoid"
  },
  {
    "startMs": 4925679,
    "text": "avoid biases and avoid you getting stuck on your own thinking"
  },
  {
    "startMs": 4927669,
    "text": "you getting stuck on your own thinking"
  },
  {
    "startMs": 4927679,
    "text": "you getting stuck on your own thinking and your own processes. But it doesn't"
  },
  {
    "startMs": 4930149,
    "text": "and your own processes. But it doesn't"
  },
  {
    "startMs": 4930159,
    "text": "and your own processes. But it doesn't remove any of the responsibility or"
  },
  {
    "startMs": 4932070,
    "text": "remove any of the responsibility or"
  },
  {
    "startMs": 4932080,
    "text": "remove any of the responsibility or accountability."
  },
  {
    "startMs": 4935030,
    "text": "accountability."
  },
  {
    "startMs": 4935040,
    "text": "accountability. Um"
  },
  {
    "startMs": 4937030,
    "text": "Um"
  },
  {
    "startMs": 4937040,
    "text": "Um yeah, funny enough, expert experts often"
  },
  {
    "startMs": 4940870,
    "text": "yeah, funny enough, expert experts often"
  },
  {
    "startMs": 4940880,
    "text": "yeah, funny enough, expert experts often do not check every cell. And this is"
  },
  {
    "startMs": 4943430,
    "text": "do not check every cell. And this is"
  },
  {
    "startMs": 4943440,
    "text": "do not check every cell. And this is more on like my experience working with"
  },
  {
    "startMs": 4946550,
    "text": "more on like my experience working with"
  },
  {
    "startMs": 4946560,
    "text": "more on like my experience working with financial finance teams in data."
  },
  {
    "startMs": 4951510,
    "text": "financial finance teams in data."
  },
  {
    "startMs": 4951520,
    "text": "financial finance teams in data. They could open a spreadsheet and just"
  },
  {
    "startMs": 4953350,
    "text": "They could open a spreadsheet and just"
  },
  {
    "startMs": 4953360,
    "text": "They could open a spreadsheet and just look at the you know a few cells they"
  },
  {
    "startMs": 4956149,
    "text": "look at the you know a few cells they"
  },
  {
    "startMs": 4956159,
    "text": "look at the you know a few cells they know will give you a ballpark total and"
  },
  {
    "startMs": 4958870,
    "text": "know will give you a ballpark total and"
  },
  {
    "startMs": 4958880,
    "text": "know will give you a ballpark total and if it doesn't feel right they will let"
  },
  {
    "startMs": 4960790,
    "text": "if it doesn't feel right they will let"
  },
  {
    "startMs": 4960800,
    "text": "if it doesn't feel right they will let you know. It's like, how did we spend"
  },
  {
    "startMs": 4963030,
    "text": "you know. It's like, how did we spend"
  },
  {
    "startMs": 4963040,
    "text": "you know. It's like, how did we spend this much money on marketing? I don't"
  },
  {
    "startMs": 4964950,
    "text": "this much money on marketing? I don't"
  },
  {
    "startMs": 4964960,
    "text": "this much money on marketing? I don't think that's right. Uh, and it's a"
  },
  {
    "startMs": 4966870,
    "text": "think that's right. Uh, and it's a"
  },
  {
    "startMs": 4966880,
    "text": "think that's right. Uh, and it's a little bit of a gut reaction."
  },
  {
    "startMs": 4969910,
    "text": "little bit of a gut reaction."
  },
  {
    "startMs": 4969920,
    "text": "little bit of a gut reaction. You don't need a lot of effort. You"
  },
  {
    "startMs": 4971430,
    "text": "You don't need a lot of effort. You"
  },
  {
    "startMs": 4971440,
    "text": "You don't need a lot of effort. You don't need to like redo your plan"
  },
  {
    "startMs": 4973189,
    "text": "don't need to like redo your plan"
  },
  {
    "startMs": 4973199,
    "text": "don't need to like redo your plan entirely or challenge every decision"
  },
  {
    "startMs": 4974870,
    "text": "entirely or challenge every decision"
  },
  {
    "startMs": 4974880,
    "text": "entirely or challenge every decision you're made, but you do want to have a"
  },
  {
    "startMs": 4977669,
    "text": "you're made, but you do want to have a"
  },
  {
    "startMs": 4977679,
    "text": "you're made, but you do want to have a separate point of reference. Erh,"
  },
  {
    "startMs": 4982070,
    "text": "separate point of reference. Erh,"
  },
  {
    "startMs": 4982080,
    "text": "separate point of reference. Erh, I think I I had an example, but I don't"
  },
  {
    "startMs": 4986229,
    "text": "I think I I had an example, but I don't"
  },
  {
    "startMs": 4986239,
    "text": "I think I I had an example, but I don't remember what was it was something about"
  },
  {
    "startMs": 4989189,
    "text": "remember what was it was something about"
  },
  {
    "startMs": 4989199,
    "text": "remember what was it was something about a tweet that got really famous about"
  },
  {
    "startMs": 4991990,
    "text": "a tweet that got really famous about"
  },
  {
    "startMs": 4992000,
    "text": "a tweet that got really famous about Elon Musk having I don't know how many"
  },
  {
    "startMs": 4993750,
    "text": "Elon Musk having I don't know how many"
  },
  {
    "startMs": 4993760,
    "text": "Elon Musk having I don't know how many trillion dollars and someone saying"
  },
  {
    "startMs": 4996709,
    "text": "trillion dollars and someone saying"
  },
  {
    "startMs": 4996719,
    "text": "trillion dollars and someone saying like, well, he could give a million"
  },
  {
    "startMs": 4998950,
    "text": "like, well, he could give a million"
  },
  {
    "startMs": 4998960,
    "text": "like, well, he could give a million dollars to every person in the world and"
  },
  {
    "startMs": 5001830,
    "text": "dollars to every person in the world and"
  },
  {
    "startMs": 5001840,
    "text": "dollars to every person in the world and still have money. And he was like,"
  },
  {
    "startMs": 5004709,
    "text": "still have money. And he was like,"
  },
  {
    "startMs": 5004719,
    "text": "still have money. And he was like, wait, what? That doesn't feel right."
  },
  {
    "startMs": 5006310,
    "text": "wait, what? That doesn't feel right."
  },
  {
    "startMs": 5006320,
    "text": "wait, what? That doesn't feel right. Like you read it and you're like, wait,"
  },
  {
    "startMs": 5007669,
    "text": "Like you read it and you're like, wait,"
  },
  {
    "startMs": 5007679,
    "text": "Like you read it and you're like, wait, what? Looks plausible. And then you're"
  },
  {
    "startMs": 5009510,
    "text": "what? Looks plausible. And then you're"
  },
  {
    "startMs": 5009520,
    "text": "what? Looks plausible. And then you're like, \"No, no, that's not right.\" And"
  },
  {
    "startMs": 5012629,
    "text": "like, \"No, no, that's not right.\" And"
  },
  {
    "startMs": 5012639,
    "text": "like, \"No, no, that's not right.\" And that needed need that needed for you to"
  },
  {
    "startMs": 5015830,
    "text": "that needed need that needed for you to"
  },
  {
    "startMs": 5015840,
    "text": "that needed need that needed for you to look into the calculations the person"
  },
  {
    "startMs": 5017510,
    "text": "look into the calculations the person"
  },
  {
    "startMs": 5017520,
    "text": "look into the calculations the person made is like a little bit gut feeling."
  },
  {
    "startMs": 5020550,
    "text": "made is like a little bit gut feeling."
  },
  {
    "startMs": 5020560,
    "text": "made is like a little bit gut feeling. Um, so just having something review and"
  },
  {
    "startMs": 5023750,
    "text": "Um, so just having something review and"
  },
  {
    "startMs": 5023760,
    "text": "Um, so just having something review and give you a rough answer or some"
  },
  {
    "startMs": 5026229,
    "text": "give you a rough answer or some"
  },
  {
    "startMs": 5026239,
    "text": "give you a rough answer or some challenge if something doesn't look"
  },
  {
    "startMs": 5027510,
    "text": "challenge if something doesn't look"
  },
  {
    "startMs": 5027520,
    "text": "challenge if something doesn't look right is extremely helpful."
  },
  {
    "startMs": 5029350,
    "text": "right is extremely helpful."
  },
  {
    "startMs": 5029360,
    "text": "right is extremely helpful. Sorry."
  },
  {
    "startMs": 5037520,
    "text": "supply."
  },
  {
    "startMs": 5046080,
    "text": "That is such a good question. Uh I was"
  },
  {
    "startMs": 5048310,
    "text": "That is such a good question. Uh I was"
  },
  {
    "startMs": 5048320,
    "text": "That is such a good question. Uh I was trying to come up with a examples that"
  },
  {
    "startMs": 5050950,
    "text": "trying to come up with a examples that"
  },
  {
    "startMs": 5050960,
    "text": "trying to come up with a examples that feel more down to earth, but I think"
  },
  {
    "startMs": 5054229,
    "text": "feel more down to earth, but I think"
  },
  {
    "startMs": 5054239,
    "text": "feel more down to earth, but I think that's a very conversation to have. A"
  },
  {
    "startMs": 5057030,
    "text": "that's a very conversation to have. A"
  },
  {
    "startMs": 5057040,
    "text": "that's a very conversation to have. A good argument is if you're getting"
  },
  {
    "startMs": 5059750,
    "text": "good argument is if you're getting"
  },
  {
    "startMs": 5059760,
    "text": "good argument is if you're getting golden examples of how the data should"
  },
  {
    "startMs": 5062629,
    "text": "golden examples of how the data should"
  },
  {
    "startMs": 5062639,
    "text": "golden examples of how the data should look like, why would your process give"
  },
  {
    "startMs": 5065030,
    "text": "look like, why would your process give"
  },
  {
    "startMs": 5065040,
    "text": "look like, why would your process give you something different to that? Like"
  },
  {
    "startMs": 5066709,
    "text": "you something different to that? Like"
  },
  {
    "startMs": 5066719,
    "text": "you something different to that? Like why don't you just check with your"
  },
  {
    "startMs": 5067830,
    "text": "why don't you just check with your"
  },
  {
    "startMs": 5067840,
    "text": "why don't you just check with your golden examples? And this is something I"
  },
  {
    "startMs": 5071750,
    "text": "golden examples? And this is something I"
  },
  {
    "startMs": 5071760,
    "text": "golden examples? And this is something I I wanted to abstract away from the world"
  },
  {
    "startMs": 5073990,
    "text": "I wanted to abstract away from the world"
  },
  {
    "startMs": 5074000,
    "text": "I wanted to abstract away from the world of finance. You have a lot of sources of"
  },
  {
    "startMs": 5076709,
    "text": "of finance. You have a lot of sources of"
  },
  {
    "startMs": 5076719,
    "text": "of finance. You have a lot of sources of information, a lot of them. You always"
  },
  {
    "startMs": 5079030,
    "text": "information, a lot of them. You always"
  },
  {
    "startMs": 5079040,
    "text": "information, a lot of them. You always have another point of reference outside"
  },
  {
    "startMs": 5081350,
    "text": "have another point of reference outside"
  },
  {
    "startMs": 5081360,
    "text": "have another point of reference outside of your data. So if some sources you're"
  },
  {
    "startMs": 5084790,
    "text": "of your data. So if some sources you're"
  },
  {
    "startMs": 5084800,
    "text": "of your data. So if some sources you're using are claiming I don't know whatever"
  },
  {
    "startMs": 5087830,
    "text": "using are claiming I don't know whatever"
  },
  {
    "startMs": 5087840,
    "text": "using are claiming I don't know whatever fact a number you have the internet you"
  },
  {
    "startMs": 5091350,
    "text": "fact a number you have the internet you"
  },
  {
    "startMs": 5091360,
    "text": "fact a number you have the internet you should always try and"
  },
  {
    "startMs": 5094149,
    "text": "should always try and"
  },
  {
    "startMs": 5094159,
    "text": "should always try and enhance the signal you're getting by"
  },
  {
    "startMs": 5097189,
    "text": "enhance the signal you're getting by"
  },
  {
    "startMs": 5097199,
    "text": "enhance the signal you're getting by looking out look at all the resources"
  },
  {
    "startMs": 5099590,
    "text": "looking out look at all the resources"
  },
  {
    "startMs": 5099600,
    "text": "looking out look at all the resources that are not the ones that I'm using and"
  },
  {
    "startMs": 5102390,
    "text": "that are not the ones that I'm using and"
  },
  {
    "startMs": 5102400,
    "text": "that are not the ones that I'm using and you avoid that feedback loop where you"
  },
  {
    "startMs": 5105750,
    "text": "you avoid that feedback loop where you"
  },
  {
    "startMs": 5105760,
    "text": "you avoid that feedback loop where you only have the information you have"
  },
  {
    "startMs": 5107030,
    "text": "only have the information you have"
  },
  {
    "startMs": 5107040,
    "text": "only have the information you have available you only have your golden"
  },
  {
    "startMs": 5108470,
    "text": "available you only have your golden"
  },
  {
    "startMs": 5108480,
    "text": "available you only have your golden examples and everything looks right to"
  },
  {
    "startMs": 5110390,
    "text": "examples and everything looks right to"
  },
  {
    "startMs": 5110400,
    "text": "examples and everything looks right to me"
  },
  {
    "startMs": 5111990,
    "text": "me"
  },
  {
    "startMs": 5112000,
    "text": "me Always try to get a little bit creative"
  },
  {
    "startMs": 5113910,
    "text": "Always try to get a little bit creative"
  },
  {
    "startMs": 5113920,
    "text": "Always try to get a little bit creative when building a harness to try and guide"
  },
  {
    "startMs": 5117189,
    "text": "when building a harness to try and guide"
  },
  {
    "startMs": 5117199,
    "text": "when building a harness to try and guide which other uh points of reference it"
  },
  {
    "startMs": 5120149,
    "text": "which other uh points of reference it"
  },
  {
    "startMs": 5120159,
    "text": "which other uh points of reference it could use to help you make a better"
  },
  {
    "startMs": 5121990,
    "text": "could use to help you make a better"
  },
  {
    "startMs": 5122000,
    "text": "could use to help you make a better decision or to know if something is not"
  },
  {
    "startMs": 5123910,
    "text": "decision or to know if something is not"
  },
  {
    "startMs": 5123920,
    "text": "decision or to know if something is not quite right. Does that"
  },
  {
    "startMs": 5126870,
    "text": "quite right. Does that"
  },
  {
    "startMs": 5126880,
    "text": "quite right. Does that Yeah."
  },
  {
    "startMs": 5138880,
    "text": "And I guess we generally try to work"
  },
  {
    "startMs": 5141030,
    "text": "And I guess we generally try to work"
  },
  {
    "startMs": 5141040,
    "text": "And I guess we generally try to work with"
  },
  {
    "startMs": 5142709,
    "text": "with"
  },
  {
    "startMs": 5142719,
    "text": "with whoever it is to like understand what"
  },
  {
    "startMs": 5145030,
    "text": "whoever it is to like understand what"
  },
  {
    "startMs": 5145040,
    "text": "whoever it is to like understand what would be the best set of things that"
  },
  {
    "startMs": 5147189,
    "text": "would be the best set of things that"
  },
  {
    "startMs": 5147199,
    "text": "would be the best set of things that agent should use."
  },
  {
    "startMs": 5150149,
    "text": "agent should use."
  },
  {
    "startMs": 5150159,
    "text": "agent should use. So trying to understand how that would"
  },
  {
    "startMs": 5156719,
    "text": "have been the optimal"
  },
  {
    "startMs": 5161760,
    "text": "to give you another example that could"
  },
  {
    "startMs": 5164070,
    "text": "to give you another example that could"
  },
  {
    "startMs": 5164080,
    "text": "to give you another example that could be useful. I think the golden examples"
  },
  {
    "startMs": 5167030,
    "text": "be useful. I think the golden examples"
  },
  {
    "startMs": 5167040,
    "text": "be useful. I think the golden examples give you your ground truth for making"
  },
  {
    "startMs": 5170470,
    "text": "give you your ground truth for making"
  },
  {
    "startMs": 5170480,
    "text": "give you your ground truth for making sure that you are within the right space"
  },
  {
    "startMs": 5174149,
    "text": "sure that you are within the right space"
  },
  {
    "startMs": 5174159,
    "text": "sure that you are within the right space but no domain is isolated. So what"
  },
  {
    "startMs": 5177030,
    "text": "but no domain is isolated. So what"
  },
  {
    "startMs": 5177040,
    "text": "but no domain is isolated. So what happened to me a lot of times when I was"
  },
  {
    "startMs": 5179430,
    "text": "happened to me a lot of times when I was"
  },
  {
    "startMs": 5179440,
    "text": "happened to me a lot of times when I was a BI analyst in some like company is"
  },
  {
    "startMs": 5183669,
    "text": "a BI analyst in some like company is"
  },
  {
    "startMs": 5183679,
    "text": "a BI analyst in some like company is that I thought what I wrote was really"
  },
  {
    "startMs": 5187030,
    "text": "that I thought what I wrote was really"
  },
  {
    "startMs": 5187040,
    "text": "that I thought what I wrote was really good. So my query was good. The number I"
  },
  {
    "startMs": 5189750,
    "text": "good. So my query was good. The number I"
  },
  {
    "startMs": 5189760,
    "text": "good. So my query was good. The number I got seemed reasonable and I was checking"
  },
  {
    "startMs": 5192709,
    "text": "got seemed reasonable and I was checking"
  },
  {
    "startMs": 5192719,
    "text": "got seemed reasonable and I was checking everything and nothing looked off. And"
  },
  {
    "startMs": 5195110,
    "text": "everything and nothing looked off. And"
  },
  {
    "startMs": 5195120,
    "text": "everything and nothing looked off. And then when I presented the dashboard to"
  },
  {
    "startMs": 5197350,
    "text": "then when I presented the dashboard to"
  },
  {
    "startMs": 5197360,
    "text": "then when I presented the dashboard to some stakeholder immediately went like"
  },
  {
    "startMs": 5200229,
    "text": "some stakeholder immediately went like"
  },
  {
    "startMs": 5200239,
    "text": "some stakeholder immediately went like that's not correct and I was like what"
  },
  {
    "startMs": 5202790,
    "text": "that's not correct and I was like what"
  },
  {
    "startMs": 5202800,
    "text": "that's not correct and I was like what do you mean? Do you know SQL more than I"
  },
  {
    "startMs": 5205750,
    "text": "do you mean? Do you know SQL more than I"
  },
  {
    "startMs": 5205760,
    "text": "do you mean? Do you know SQL more than I do? Did you do do the analysis with me?"
  },
  {
    "startMs": 5208709,
    "text": "do? Did you do do the analysis with me?"
  },
  {
    "startMs": 5208719,
    "text": "do? Did you do do the analysis with me? And turns out this person was from a"
  },
  {
    "startMs": 5211270,
    "text": "And turns out this person was from a"
  },
  {
    "startMs": 5211280,
    "text": "And turns out this person was from a separate team and they just had an idea"
  },
  {
    "startMs": 5214149,
    "text": "separate team and they just had an idea"
  },
  {
    "startMs": 5214159,
    "text": "separate team and they just had an idea of how many whatever sales were made in"
  },
  {
    "startMs": 5216950,
    "text": "of how many whatever sales were made in"
  },
  {
    "startMs": 5216960,
    "text": "of how many whatever sales were made in that year. So they knew instinctively"
  },
  {
    "startMs": 5220070,
    "text": "that year. So they knew instinctively"
  },
  {
    "startMs": 5220080,
    "text": "that year. So they knew instinctively that number can't be right because it"
  },
  {
    "startMs": 5222310,
    "text": "that number can't be right because it"
  },
  {
    "startMs": 5222320,
    "text": "that number can't be right because it means my information in this other place"
  },
  {
    "startMs": 5224790,
    "text": "means my information in this other place"
  },
  {
    "startMs": 5224800,
    "text": "means my information in this other place is incorrect. So it's not if we"
  },
  {
    "startMs": 5227430,
    "text": "is incorrect. So it's not if we"
  },
  {
    "startMs": 5227440,
    "text": "is incorrect. So it's not if we translate that to the agentic world the"
  },
  {
    "startMs": 5230229,
    "text": "translate that to the agentic world the"
  },
  {
    "startMs": 5230239,
    "text": "translate that to the agentic world the golden examples I will give my agent in"
  },
  {
    "startMs": 5232070,
    "text": "golden examples I will give my agent in"
  },
  {
    "startMs": 5232080,
    "text": "golden examples I will give my agent in my hardness will be based on like biases"
  },
  {
    "startMs": 5236550,
    "text": "my hardness will be based on like biases"
  },
  {
    "startMs": 5236560,
    "text": "my hardness will be based on like biases and selection bias and so on based on"
  },
  {
    "startMs": 5239189,
    "text": "and selection bias and so on based on"
  },
  {
    "startMs": 5239199,
    "text": "and selection bias and so on based on the domain and I picked them for the"
  },
  {
    "startMs": 5241910,
    "text": "the domain and I picked them for the"
  },
  {
    "startMs": 5241920,
    "text": "the domain and I picked them for the domain and I think they're good for the"
  },
  {
    "startMs": 5243430,
    "text": "domain and I think they're good for the"
  },
  {
    "startMs": 5243440,
    "text": "domain and I think they're good for the domain but when you look at a slightly"
  },
  {
    "startMs": 5246790,
    "text": "domain but when you look at a slightly"
  },
  {
    "startMs": 5246800,
    "text": "domain but when you look at a slightly tangential domain you may find out that"
  },
  {
    "startMs": 5249990,
    "text": "tangential domain you may find out that"
  },
  {
    "startMs": 5250000,
    "text": "tangential domain you may find out that actually this is nonsensical like this"
  },
  {
    "startMs": 5251990,
    "text": "actually this is nonsensical like this"
  },
  {
    "startMs": 5252000,
    "text": "actually this is nonsensical like this number is wrong just by looking at this"
  },
  {
    "startMs": 5253990,
    "text": "number is wrong just by looking at this"
  },
  {
    "startMs": 5254000,
    "text": "number is wrong just by looking at this other thing next to me I I don't even"
  },
  {
    "startMs": 5255990,
    "text": "other thing next to me I I don't even"
  },
  {
    "startMs": 5256000,
    "text": "other thing next to me I I don't even need to look again into my calculations."
  },
  {
    "startMs": 5260560,
    "text": "Cool."
  },
  {
    "startMs": 5262310,
    "text": "Cool."
  },
  {
    "startMs": 5262320,
    "text": "Cool. Erh. So there is a concept called thing"
  },
  {
    "startMs": 5267189,
    "text": "Erh. So there is a concept called thing"
  },
  {
    "startMs": 5267199,
    "text": "Erh. So there is a concept called thing slicing"
  },
  {
    "startMs": 5269910,
    "text": "slicing"
  },
  {
    "startMs": 5269920,
    "text": "slicing where you have thin slices of your"
  },
  {
    "startMs": 5273510,
    "text": "where you have thin slices of your"
  },
  {
    "startMs": 5273520,
    "text": "where you have thin slices of your anecdotal experience and you know what"
  },
  {
    "startMs": 5276390,
    "text": "anecdotal experience and you know what"
  },
  {
    "startMs": 5276400,
    "text": "anecdotal experience and you know what things feel right or feel wrong based on"
  },
  {
    "startMs": 5279030,
    "text": "things feel right or feel wrong based on"
  },
  {
    "startMs": 5279040,
    "text": "things feel right or feel wrong based on your experience in your domain. Whatever"
  },
  {
    "startMs": 5281990,
    "text": "your experience in your domain. Whatever"
  },
  {
    "startMs": 5282000,
    "text": "your experience in your domain. Whatever analysis you're doing. the model will"
  },
  {
    "startMs": 5284790,
    "text": "analysis you're doing. the model will"
  },
  {
    "startMs": 5284800,
    "text": "analysis you're doing. the model will have an average of everyone else's"
  },
  {
    "startMs": 5287510,
    "text": "have an average of everyone else's"
  },
  {
    "startMs": 5287520,
    "text": "have an average of everyone else's experiences. So when you're building"
  },
  {
    "startMs": 5289590,
    "text": "experiences. So when you're building"
  },
  {
    "startMs": 5289600,
    "text": "experiences. So when you're building your hardness, you need to make sure"
  },
  {
    "startMs": 5291830,
    "text": "your hardness, you need to make sure"
  },
  {
    "startMs": 5291840,
    "text": "your hardness, you need to make sure that you can uh have a feedback"
  },
  {
    "startMs": 5293990,
    "text": "that you can uh have a feedback"
  },
  {
    "startMs": 5294000,
    "text": "that you can uh have a feedback mechanism so that you can verify from"
  },
  {
    "startMs": 5299030,
    "text": "mechanism so that you can verify from"
  },
  {
    "startMs": 5299040,
    "text": "mechanism so that you can verify from what the model thinks it knows all the"
  },
  {
    "startMs": 5302790,
    "text": "what the model thinks it knows all the"
  },
  {
    "startMs": 5302800,
    "text": "what the model thinks it knows all the way to what you think you know. And if"
  },
  {
    "startMs": 5306470,
    "text": "way to what you think you know. And if"
  },
  {
    "startMs": 5306480,
    "text": "way to what you think you know. And if you flip that convoluted sentence I just"
  },
  {
    "startMs": 5309350,
    "text": "you flip that convoluted sentence I just"
  },
  {
    "startMs": 5309360,
    "text": "you flip that convoluted sentence I just said it's the it's how we started the"
  },
  {
    "startMs": 5313110,
    "text": "said it's the it's how we started the"
  },
  {
    "startMs": 5313120,
    "text": "said it's the it's how we started the whole framework and all the principles"
  },
  {
    "startMs": 5315189,
    "text": "whole framework and all the principles"
  },
  {
    "startMs": 5315199,
    "text": "whole framework and all the principles where you're trying to get to that"
  },
  {
    "startMs": 5317350,
    "text": "where you're trying to get to that"
  },
  {
    "startMs": 5317360,
    "text": "where you're trying to get to that shared domain shared context. You're"
  },
  {
    "startMs": 5320310,
    "text": "shared domain shared context. You're"
  },
  {
    "startMs": 5320320,
    "text": "shared domain shared context. You're essentially translating your language"
  },
  {
    "startMs": 5323110,
    "text": "essentially translating your language"
  },
  {
    "startMs": 5323120,
    "text": "essentially translating your language into the training data set for the"
  },
  {
    "startMs": 5325270,
    "text": "into the training data set for the"
  },
  {
    "startMs": 5325280,
    "text": "into the training data set for the model. You're just working with the"
  },
  {
    "startMs": 5327510,
    "text": "model. You're just working with the"
  },
  {
    "startMs": 5327520,
    "text": "model. You're just working with the model to be like okay this is how I"
  },
  {
    "startMs": 5329830,
    "text": "model to be like okay this is how I"
  },
  {
    "startMs": 5329840,
    "text": "model to be like okay this is how I understand the problem or how my company"
  },
  {
    "startMs": 5332070,
    "text": "understand the problem or how my company"
  },
  {
    "startMs": 5332080,
    "text": "understand the problem or how my company does this. and then the model is helping"
  },
  {
    "startMs": 5334790,
    "text": "does this. and then the model is helping"
  },
  {
    "startMs": 5334800,
    "text": "does this. and then the model is helping like okay this is how would I fit it in"
  },
  {
    "startMs": 5337590,
    "text": "like okay this is how would I fit it in"
  },
  {
    "startMs": 5337600,
    "text": "like okay this is how would I fit it in my training data set here we're doing"
  },
  {
    "startMs": 5339750,
    "text": "my training data set here we're doing"
  },
  {
    "startMs": 5339760,
    "text": "my training data set here we're doing the opposite we're just saying okay I"
  },
  {
    "startMs": 5342149,
    "text": "the opposite we're just saying okay I"
  },
  {
    "startMs": 5342159,
    "text": "the opposite we're just saying okay I think we got to a point where you can"
  },
  {
    "startMs": 5343590,
    "text": "think we got to a point where you can"
  },
  {
    "startMs": 5343600,
    "text": "think we got to a point where you can make a reasonable judgment over this"
  },
  {
    "startMs": 5345830,
    "text": "make a reasonable judgment over this"
  },
  {
    "startMs": 5345840,
    "text": "make a reasonable judgment over this domain but let's have a feedback loop so"
  },
  {
    "startMs": 5349030,
    "text": "domain but let's have a feedback loop so"
  },
  {
    "startMs": 5349040,
    "text": "domain but let's have a feedback loop so I can tell you from my experience if"
  },
  {
    "startMs": 5350790,
    "text": "I can tell you from my experience if"
  },
  {
    "startMs": 5350800,
    "text": "I can tell you from my experience if this looks entirely off or if it looks"
  },
  {
    "startMs": 5353110,
    "text": "this looks entirely off or if it looks"
  },
  {
    "startMs": 5353120,
    "text": "this looks entirely off or if it looks reasonable so"
  },
  {
    "startMs": 5356149,
    "text": "reasonable so"
  },
  {
    "startMs": 5356159,
    "text": "reasonable so um"
  },
  {
    "startMs": 5358310,
    "text": "um"
  },
  {
    "startMs": 5358320,
    "text": "um yes it's probably fine may look nothing"
  },
  {
    "startMs": 5360470,
    "text": "yes it's probably fine may look nothing"
  },
  {
    "startMs": 5360480,
    "text": "yes it's probably fine may look nothing like yours"
  },
  {
    "startMs": 5362950,
    "text": "like yours"
  },
  {
    "startMs": 5362960,
    "text": "like yours I think is a way good way to describe it"
  },
  {
    "startMs": 5365510,
    "text": "I think is a way good way to describe it"
  },
  {
    "startMs": 5365520,
    "text": "I think is a way good way to describe it like yeah it looks about right and then"
  },
  {
    "startMs": 5367990,
    "text": "like yeah it looks about right and then"
  },
  {
    "startMs": 5368000,
    "text": "like yeah it looks about right and then turns out your company does care about"
  },
  {
    "startMs": 5370149,
    "text": "turns out your company does care about"
  },
  {
    "startMs": 5370159,
    "text": "turns out your company does care about that 5% difference it makes a world of a"
  },
  {
    "startMs": 5373590,
    "text": "that 5% difference it makes a world of a"
  },
  {
    "startMs": 5373600,
    "text": "that 5% difference it makes a world of a difference when you're building hardness"
  },
  {
    "startMs": 5375030,
    "text": "difference when you're building hardness"
  },
  {
    "startMs": 5375040,
    "text": "difference when you're building hardness for your team that you're aware that"
  },
  {
    "startMs": 5377590,
    "text": "for your team that you're aware that"
  },
  {
    "startMs": 5377600,
    "text": "for your team that you're aware that that 5% it will be a deal breaker for"
  },
  {
    "startMs": 5380550,
    "text": "that 5% it will be a deal breaker for"
  },
  {
    "startMs": 5380560,
    "text": "that 5% it will be a deal breaker for the whole team."
  },
  {
    "startMs": 5382550,
    "text": "the whole team."
  },
  {
    "startMs": 5382560,
    "text": "the whole team. Um there's some stuff that happens if"
  },
  {
    "startMs": 5385110,
    "text": "Um there's some stuff that happens if"
  },
  {
    "startMs": 5385120,
    "text": "Um there's some stuff that happens if you don't have um a way to do this. So"
  },
  {
    "startMs": 5389350,
    "text": "you don't have um a way to do this. So"
  },
  {
    "startMs": 5389360,
    "text": "you don't have um a way to do this. So checking everything line by line or"
  },
  {
    "startMs": 5391350,
    "text": "checking everything line by line or"
  },
  {
    "startMs": 5391360,
    "text": "checking everything line by line or checking nothing or you know no sense of"
  },
  {
    "startMs": 5394550,
    "text": "checking nothing or you know no sense of"
  },
  {
    "startMs": 5394560,
    "text": "checking nothing or you know no sense of what about right looks like and if you"
  },
  {
    "startMs": 5397430,
    "text": "what about right looks like and if you"
  },
  {
    "startMs": 5397440,
    "text": "what about right looks like and if you don't have that point of reference your"
  },
  {
    "startMs": 5398870,
    "text": "don't have that point of reference your"
  },
  {
    "startMs": 5398880,
    "text": "don't have that point of reference your harness won't have it either. So you"
  },
  {
    "startMs": 5400870,
    "text": "harness won't have it either. So you"
  },
  {
    "startMs": 5400880,
    "text": "harness won't have it either. So you need to build those kind of like"
  },
  {
    "startMs": 5402070,
    "text": "need to build those kind of like"
  },
  {
    "startMs": 5402080,
    "text": "need to build those kind of like external validation points."
  },
  {
    "startMs": 5407120,
    "text": "I'm going to skip through some of this."
  },
  {
    "startMs": 5413600,
    "text": "And for the verification, it's those"
  },
  {
    "startMs": 5415669,
    "text": "And for the verification, it's those"
  },
  {
    "startMs": 5415679,
    "text": "And for the verification, it's those notes in the H decision as well where"
  },
  {
    "startMs": 5421030,
    "text": "notes in the H decision as well where"
  },
  {
    "startMs": 5421040,
    "text": "notes in the H decision as well where we're adding uh an external point of"
  },
  {
    "startMs": 5424229,
    "text": "we're adding uh an external point of"
  },
  {
    "startMs": 5424239,
    "text": "we're adding uh an external point of reference to some of the stuff the model"
  },
  {
    "startMs": 5427030,
    "text": "reference to some of the stuff the model"
  },
  {
    "startMs": 5427040,
    "text": "reference to some of the stuff the model thought it knew."
  },
  {
    "startMs": 5437280,
    "text": "It's kind of satisfac satisfactory when"
  },
  {
    "startMs": 5439750,
    "text": "It's kind of satisfac satisfactory when"
  },
  {
    "startMs": 5439760,
    "text": "It's kind of satisfac satisfactory when the thing just like"
  },
  {
    "startMs": 5441270,
    "text": "the thing just like"
  },
  {
    "startMs": 5441280,
    "text": "the thing just like the branch go comes back. Yeah, exactly."
  },
  {
    "startMs": 5444709,
    "text": "the branch go comes back. Yeah, exactly."
  },
  {
    "startMs": 5444719,
    "text": "the branch go comes back. Yeah, exactly. And again, I think it creates a a trace"
  },
  {
    "startMs": 5447110,
    "text": "And again, I think it creates a a trace"
  },
  {
    "startMs": 5447120,
    "text": "And again, I think it creates a a trace to to um be able to like the the thin"
  },
  {
    "startMs": 5451990,
    "text": "to to um be able to like the the thin"
  },
  {
    "startMs": 5452000,
    "text": "to to um be able to like the the thin slice and the quick instinctive look"
  },
  {
    "startMs": 5454390,
    "text": "slice and the quick instinctive look"
  },
  {
    "startMs": 5454400,
    "text": "slice and the quick instinctive look also comes from from this because you"
  },
  {
    "startMs": 5456229,
    "text": "also comes from from this because you"
  },
  {
    "startMs": 5456239,
    "text": "also comes from from this because you understand the thought process that the"
  },
  {
    "startMs": 5458550,
    "text": "understand the thought process that the"
  },
  {
    "startMs": 5458560,
    "text": "understand the thought process that the agent went through and not only the the"
  },
  {
    "startMs": 5460950,
    "text": "agent went through and not only the the"
  },
  {
    "startMs": 5460960,
    "text": "agent went through and not only the the output only."
  },
  {
    "startMs": 5466159,
    "text": "I go back. Yes."
  },
  {
    "startMs": 5468870,
    "text": "I go back. Yes."
  },
  {
    "startMs": 5468880,
    "text": "I go back. Yes. So, as with the other examples, if"
  },
  {
    "startMs": 5472149,
    "text": "So, as with the other examples, if"
  },
  {
    "startMs": 5472159,
    "text": "So, as with the other examples, if you're still following along, there's a"
  },
  {
    "startMs": 5474470,
    "text": "you're still following along, there's a"
  },
  {
    "startMs": 5474480,
    "text": "you're still following along, there's a few things you can try. So, you can open"
  },
  {
    "startMs": 5476470,
    "text": "few things you can try. So, you can open"
  },
  {
    "startMs": 5476480,
    "text": "few things you can try. So, you can open a branch uh on a tagged challenge."
  },
  {
    "startMs": 5480390,
    "text": "a branch uh on a tagged challenge."
  },
  {
    "startMs": 5480400,
    "text": "a branch uh on a tagged challenge. That's basically a separate agent that"
  },
  {
    "startMs": 5483270,
    "text": "That's basically a separate agent that"
  },
  {
    "startMs": 5483280,
    "text": "That's basically a separate agent that we tasked with reviewing the plan,"
  },
  {
    "startMs": 5485430,
    "text": "we tasked with reviewing the plan,"
  },
  {
    "startMs": 5485440,
    "text": "we tasked with reviewing the plan, reviewing the assumptions, and then"
  },
  {
    "startMs": 5487270,
    "text": "reviewing the assumptions, and then"
  },
  {
    "startMs": 5487280,
    "text": "reviewing the assumptions, and then doing some healthy challenge. Does this"
  },
  {
    "startMs": 5490149,
    "text": "doing some healthy challenge. Does this"
  },
  {
    "startMs": 5490159,
    "text": "doing some healthy challenge. Does this read reasonable? Um so just click it"
  },
  {
    "startMs": 5494629,
    "text": "read reasonable? Um so just click it"
  },
  {
    "startMs": 5494639,
    "text": "read reasonable? Um so just click it open it up and then you will see how"
  },
  {
    "startMs": 5498070,
    "text": "open it up and then you will see how"
  },
  {
    "startMs": 5498080,
    "text": "open it up and then you will see how just Philippe did it will join back into"
  },
  {
    "startMs": 5500709,
    "text": "just Philippe did it will join back into"
  },
  {
    "startMs": 5500719,
    "text": "just Philippe did it will join back into the trunk and actually change the plan."
  },
  {
    "startMs": 5502629,
    "text": "the trunk and actually change the plan."
  },
  {
    "startMs": 5502639,
    "text": "the trunk and actually change the plan. So there is a consequence"
  },
  {
    "startMs": 5505270,
    "text": "So there is a consequence"
  },
  {
    "startMs": 5505280,
    "text": "So there is a consequence and we think this is another important"
  },
  {
    "startMs": 5508149,
    "text": "and we think this is another important"
  },
  {
    "startMs": 5508159,
    "text": "and we think this is another important part of being intentional with the"
  },
  {
    "startMs": 5511270,
    "text": "part of being intentional with the"
  },
  {
    "startMs": 5511280,
    "text": "part of being intentional with the design of your harnesses."
  },
  {
    "startMs": 5514470,
    "text": "design of your harnesses."
  },
  {
    "startMs": 5514480,
    "text": "design of your harnesses. We could have left it as LLM as a judge."
  },
  {
    "startMs": 5517910,
    "text": "We could have left it as LLM as a judge."
  },
  {
    "startMs": 5517920,
    "text": "We could have left it as LLM as a judge. So for every decision, for every plan,"
  },
  {
    "startMs": 5520550,
    "text": "So for every decision, for every plan,"
  },
  {
    "startMs": 5520560,
    "text": "So for every decision, for every plan, whatever, spin another uh agent and then"
  },
  {
    "startMs": 5523270,
    "text": "whatever, spin another uh agent and then"
  },
  {
    "startMs": 5523280,
    "text": "whatever, spin another uh agent and then do a review and call it a day. The"
  },
  {
    "startMs": 5526310,
    "text": "do a review and call it a day. The"
  },
  {
    "startMs": 5526320,
    "text": "do a review and call it a day. The problem is if there's no feedback loop,"
  },
  {
    "startMs": 5528070,
    "text": "problem is if there's no feedback loop,"
  },
  {
    "startMs": 5528080,
    "text": "problem is if there's no feedback loop, our financial decision or decision"
  },
  {
    "startMs": 5529990,
    "text": "our financial decision or decision"
  },
  {
    "startMs": 5530000,
    "text": "our financial decision or decision whatsoever doesn't improve at all. So"
  },
  {
    "startMs": 5532790,
    "text": "whatsoever doesn't improve at all. So"
  },
  {
    "startMs": 5532800,
    "text": "whatsoever doesn't improve at all. So that's part of the design, the taste you"
  },
  {
    "startMs": 5535750,
    "text": "that's part of the design, the taste you"
  },
  {
    "startMs": 5535760,
    "text": "that's part of the design, the taste you need to build h to create fitforpurpose"
  },
  {
    "startMs": 5539510,
    "text": "need to build h to create fitforpurpose"
  },
  {
    "startMs": 5539520,
    "text": "need to build h to create fitforpurpose harnesses for whatever use cases you"
  },
  {
    "startMs": 5541750,
    "text": "harnesses for whatever use cases you"
  },
  {
    "startMs": 5541760,
    "text": "harnesses for whatever use cases you have. Then the other thing you can try"
  },
  {
    "startMs": 5543910,
    "text": "have. Then the other thing you can try"
  },
  {
    "startMs": 5543920,
    "text": "have. Then the other thing you can try is opening another and just clicking on"
  },
  {
    "startMs": 5546550,
    "text": "is opening another and just clicking on"
  },
  {
    "startMs": 5546560,
    "text": "is opening another and just clicking on dismiss. And we did that on purpose"
  },
  {
    "startMs": 5549030,
    "text": "dismiss. And we did that on purpose"
  },
  {
    "startMs": 5549040,
    "text": "dismiss. And we did that on purpose because sometimes as I was saying before"
  },
  {
    "startMs": 5551910,
    "text": "because sometimes as I was saying before"
  },
  {
    "startMs": 5551920,
    "text": "because sometimes as I was saying before some conversations don't actually change"
  },
  {
    "startMs": 5553669,
    "text": "some conversations don't actually change"
  },
  {
    "startMs": 5553679,
    "text": "some conversations don't actually change anything or not material to your process"
  },
  {
    "startMs": 5557030,
    "text": "anything or not material to your process"
  },
  {
    "startMs": 5557040,
    "text": "anything or not material to your process and you will know better. So you need to"
  },
  {
    "startMs": 5560149,
    "text": "and you will know better. So you need to"
  },
  {
    "startMs": 5560159,
    "text": "and you will know better. So you need to have that kind of like point of"
  },
  {
    "startMs": 5561910,
    "text": "have that kind of like point of"
  },
  {
    "startMs": 5561920,
    "text": "have that kind of like point of reference for validating things. Um"
  },
  {
    "startMs": 5566390,
    "text": "reference for validating things. Um"
  },
  {
    "startMs": 5566400,
    "text": "reference for validating things. Um so just to summarize and leave this on"
  },
  {
    "startMs": 5568149,
    "text": "so just to summarize and leave this on"
  },
  {
    "startMs": 5568159,
    "text": "so just to summarize and leave this on the screen for a moment. Um, if you're"
  },
  {
    "startMs": 5570070,
    "text": "the screen for a moment. Um, if you're"
  },
  {
    "startMs": 5570080,
    "text": "the screen for a moment. Um, if you're still playing around with the harness,"
  },
  {
    "startMs": 5572629,
    "text": "still playing around with the harness,"
  },
  {
    "startMs": 5572639,
    "text": "still playing around with the harness, uh, the framework for building really"
  },
  {
    "startMs": 5576149,
    "text": "uh, the framework for building really"
  },
  {
    "startMs": 5576159,
    "text": "uh, the framework for building really good harnesses that you can trust with"
  },
  {
    "startMs": 5578950,
    "text": "good harnesses that you can trust with"
  },
  {
    "startMs": 5578960,
    "text": "good harnesses that you can trust with financial data with money, it's built on"
  },
  {
    "startMs": 5582310,
    "text": "financial data with money, it's built on"
  },
  {
    "startMs": 5582320,
    "text": "financial data with money, it's built on these five principles. So having a"
  },
  {
    "startMs": 5584470,
    "text": "these five principles. So having a"
  },
  {
    "startMs": 5584480,
    "text": "these five principles. So having a shared domain, having consistency,"
  },
  {
    "startMs": 5586629,
    "text": "shared domain, having consistency,"
  },
  {
    "startMs": 5586639,
    "text": "shared domain, having consistency, showing the receipts, keeping your"
  },
  {
    "startMs": 5588950,
    "text": "showing the receipts, keeping your"
  },
  {
    "startMs": 5588960,
    "text": "showing the receipts, keeping your accountability, and making sure that you"
  },
  {
    "startMs": 5591270,
    "text": "accountability, and making sure that you"
  },
  {
    "startMs": 5591280,
    "text": "accountability, and making sure that you create intentional loops for"
  },
  {
    "startMs": 5593669,
    "text": "create intentional loops for"
  },
  {
    "startMs": 5593679,
    "text": "create intentional loops for verification outside of what you think,"
  },
  {
    "startMs": 5596229,
    "text": "verification outside of what you think,"
  },
  {
    "startMs": 5596239,
    "text": "verification outside of what you think, you know."
  },
  {
    "startMs": 5598070,
    "text": "you know."
  },
  {
    "startMs": 5598080,
    "text": "you know. Erh,"
  },
  {
    "startMs": 5603120,
    "text": "what? No confetti. Disappointing."
  },
  {
    "startMs": 5607750,
    "text": "what? No confetti. Disappointing."
  },
  {
    "startMs": 5607760,
    "text": "what? No confetti. Disappointing. Okay. So, there's a few cases where"
  },
  {
    "startMs": 5612229,
    "text": "Okay. So, there's a few cases where"
  },
  {
    "startMs": 5612239,
    "text": "Okay. So, there's a few cases where we think it's important to define. Oh,"
  },
  {
    "startMs": 5615030,
    "text": "we think it's important to define. Oh,"
  },
  {
    "startMs": 5615040,
    "text": "we think it's important to define. Oh, sorry. You had your hand up."
  },
  {
    "startMs": 5617189,
    "text": "sorry. You had your hand up."
  },
  {
    "startMs": 5617199,
    "text": "sorry. You had your hand up. Yes."
  },
  {
    "startMs": 5618709,
    "text": "Yes."
  },
  {
    "startMs": 5618719,
    "text": "Yes. So, I just confirm my understanding. You"
  },
  {
    "startMs": 5622229,
    "text": "So, I just confirm my understanding. You"
  },
  {
    "startMs": 5622239,
    "text": "So, I just confirm my understanding. You brought us a framework principle. You"
  },
  {
    "startMs": 5625430,
    "text": "brought us a framework principle. You"
  },
  {
    "startMs": 5625440,
    "text": "brought us a framework principle. You can build your harness upon it. And you"
  },
  {
    "startMs": 5627990,
    "text": "can build your harness upon it. And you"
  },
  {
    "startMs": 5628000,
    "text": "can build your harness upon it. And you also brought one harness as an example."
  },
  {
    "startMs": 5631750,
    "text": "also brought one harness as an example."
  },
  {
    "startMs": 5631760,
    "text": "also brought one harness as an example. So, I'm I'm thinking about when should I"
  },
  {
    "startMs": 5635910,
    "text": "So, I'm I'm thinking about when should I"
  },
  {
    "startMs": 5635920,
    "text": "So, I'm I'm thinking about when should I build other harness, how generic or how"
  },
  {
    "startMs": 5639270,
    "text": "build other harness, how generic or how"
  },
  {
    "startMs": 5639280,
    "text": "build other harness, how generic or how specific the harness should be because"
  },
  {
    "startMs": 5641510,
    "text": "specific the harness should be because"
  },
  {
    "startMs": 5641520,
    "text": "specific the harness should be because you solve problems with the specific"
  },
  {
    "startMs": 5644070,
    "text": "you solve problems with the specific"
  },
  {
    "startMs": 5644080,
    "text": "you solve problems with the specific harness and like for example how many"
  },
  {
    "startMs": 5648070,
    "text": "harness and like for example how many"
  },
  {
    "startMs": 5648080,
    "text": "harness and like for example how many harnesses do you have in your work? It's"
  },
  {
    "startMs": 5651189,
    "text": "harnesses do you have in your work? It's"
  },
  {
    "startMs": 5651199,
    "text": "harnesses do you have in your work? It's just one and you solve everything that"
  },
  {
    "startMs": 5653350,
    "text": "just one and you solve everything that"
  },
  {
    "startMs": 5653360,
    "text": "just one and you solve everything that you have for this in this harness or you"
  },
  {
    "startMs": 5656629,
    "text": "you have for this in this harness or you"
  },
  {
    "startMs": 5656639,
    "text": "you have for this in this harness or you have multiple more specific harness. How"
  },
  {
    "startMs": 5659990,
    "text": "have multiple more specific harness. How"
  },
  {
    "startMs": 5660000,
    "text": "have multiple more specific harness. How generic and how often do you build one?"
  },
  {
    "startMs": 5662390,
    "text": "generic and how often do you build one?"
  },
  {
    "startMs": 5662400,
    "text": "generic and how often do you build one? Like how much effort do you put in"
  },
  {
    "startMs": 5664070,
    "text": "Like how much effort do you put in"
  },
  {
    "startMs": 5664080,
    "text": "Like how much effort do you put in building one? you make one every month"
  },
  {
    "startMs": 5666550,
    "text": "building one? you make one every month"
  },
  {
    "startMs": 5666560,
    "text": "building one? you make one every month or you make one every six months."
  },
  {
    "startMs": 5669270,
    "text": "or you make one every six months."
  },
  {
    "startMs": 5669280,
    "text": "or you make one every six months. That's a that's a great question and"
  },
  {
    "startMs": 5670790,
    "text": "That's a that's a great question and"
  },
  {
    "startMs": 5670800,
    "text": "That's a that's a great question and there's no clear answer of course. Um I"
  },
  {
    "startMs": 5673910,
    "text": "there's no clear answer of course. Um I"
  },
  {
    "startMs": 5673920,
    "text": "there's no clear answer of course. Um I think it's we could we could trace as"
  },
  {
    "startMs": 5676790,
    "text": "think it's we could we could trace as"
  },
  {
    "startMs": 5676800,
    "text": "think it's we could we could trace as you said like the two ends of the"
  },
  {
    "startMs": 5678550,
    "text": "you said like the two ends of the"
  },
  {
    "startMs": 5678560,
    "text": "you said like the two ends of the spectrum as I just use cloth code or or"
  },
  {
    "startMs": 5682629,
    "text": "spectrum as I just use cloth code or or"
  },
  {
    "startMs": 5682639,
    "text": "spectrum as I just use cloth code or or codeex for everything and I just embed"
  },
  {
    "startMs": 5684550,
    "text": "codeex for everything and I just embed"
  },
  {
    "startMs": 5684560,
    "text": "codeex for everything and I just embed everything into skills instructions so"
  },
  {
    "startMs": 5686870,
    "text": "everything into skills instructions so"
  },
  {
    "startMs": 5686880,
    "text": "everything into skills instructions so on so forth and on the other end of the"
  },
  {
    "startMs": 5688870,
    "text": "on so forth and on the other end of the"
  },
  {
    "startMs": 5688880,
    "text": "on so forth and on the other end of the spectrum is for every small new thing I"
  },
  {
    "startMs": 5692390,
    "text": "spectrum is for every small new thing I"
  },
  {
    "startMs": 5692400,
    "text": "spectrum is for every small new thing I want to do I'll build it from the ground"
  },
  {
    "startMs": 5694070,
    "text": "want to do I'll build it from the ground"
  },
  {
    "startMs": 5694080,
    "text": "want to do I'll build it from the ground up and like of course that will get"
  },
  {
    "startMs": 5695910,
    "text": "up and like of course that will get"
  },
  {
    "startMs": 5695920,
    "text": "up and like of course that will get tiring at some point because like you're"
  },
  {
    "startMs": 5698229,
    "text": "tiring at some point because like you're"
  },
  {
    "startMs": 5698239,
    "text": "tiring at some point because like you're spending more time creating your tools"
  },
  {
    "startMs": 5700310,
    "text": "spending more time creating your tools"
  },
  {
    "startMs": 5700320,
    "text": "spending more time creating your tools than actually using the tools sometimes"
  },
  {
    "startMs": 5702629,
    "text": "than actually using the tools sometimes"
  },
  {
    "startMs": 5702639,
    "text": "than actually using the tools sometimes Um again there's no clear answer. I"
  },
  {
    "startMs": 5704629,
    "text": "Um again there's no clear answer. I"
  },
  {
    "startMs": 5704639,
    "text": "Um again there's no clear answer. I think it comes to"
  },
  {
    "startMs": 5707030,
    "text": "think it comes to"
  },
  {
    "startMs": 5707040,
    "text": "think it comes to um when you feel the use case is worth"
  },
  {
    "startMs": 5709910,
    "text": "um when you feel the use case is worth"
  },
  {
    "startMs": 5709920,
    "text": "um when you feel the use case is worth enough. So you want reproducibility,"
  },
  {
    "startMs": 5713750,
    "text": "enough. So you want reproducibility,"
  },
  {
    "startMs": 5713760,
    "text": "enough. So you want reproducibility, you want it to feel few the results you"
  },
  {
    "startMs": 5717430,
    "text": "you want it to feel few the results you"
  },
  {
    "startMs": 5717440,
    "text": "you want it to feel few the results you are getting using the pre-built"
  },
  {
    "startMs": 5719270,
    "text": "are getting using the pre-built"
  },
  {
    "startMs": 5719280,
    "text": "are getting using the pre-built harnesses are very frequently getting it"
  },
  {
    "startMs": 5722870,
    "text": "harnesses are very frequently getting it"
  },
  {
    "startMs": 5722880,
    "text": "harnesses are very frequently getting it wrong because the value you get from"
  },
  {
    "startMs": 5725110,
    "text": "wrong because the value you get from"
  },
  {
    "startMs": 5725120,
    "text": "wrong because the value you get from building the harness is you get more"
  },
  {
    "startMs": 5727750,
    "text": "building the harness is you get more"
  },
  {
    "startMs": 5727760,
    "text": "building the harness is you get more control again with the deterministic bit"
  },
  {
    "startMs": 5731669,
    "text": "control again with the deterministic bit"
  },
  {
    "startMs": 5731679,
    "text": "control again with the deterministic bit together with the nondeterminism. Right?"
  },
  {
    "startMs": 5734390,
    "text": "together with the nondeterminism. Right?"
  },
  {
    "startMs": 5734400,
    "text": "together with the nondeterminism. Right? Um the reason why we're talking about"
  },
  {
    "startMs": 5736310,
    "text": "Um the reason why we're talking about"
  },
  {
    "startMs": 5736320,
    "text": "Um the reason why we're talking about the the principles in the case in the um"
  },
  {
    "startMs": 5739510,
    "text": "the the principles in the case in the um"
  },
  {
    "startMs": 5739520,
    "text": "the the principles in the case in the um scenario of a financial analysis is"
  },
  {
    "startMs": 5741750,
    "text": "scenario of a financial analysis is"
  },
  {
    "startMs": 5741760,
    "text": "scenario of a financial analysis is because if we do this type of use case"
  },
  {
    "startMs": 5746709,
    "text": "because if we do this type of use case"
  },
  {
    "startMs": 5746719,
    "text": "because if we do this type of use case in a harness that doesn't have it we'll"
  },
  {
    "startMs": 5749270,
    "text": "in a harness that doesn't have it we'll"
  },
  {
    "startMs": 5749280,
    "text": "in a harness that doesn't have it we'll probably have some of the f pitfalls"
  },
  {
    "startMs": 5751750,
    "text": "probably have some of the f pitfalls"
  },
  {
    "startMs": 5751760,
    "text": "probably have some of the f pitfalls that Franchesco talks through each of"
  },
  {
    "startMs": 5753669,
    "text": "that Franchesco talks through each of"
  },
  {
    "startMs": 5753679,
    "text": "that Franchesco talks through each of the steps. So then in this case it makes"
  },
  {
    "startMs": 5756229,
    "text": "the steps. So then in this case it makes"
  },
  {
    "startMs": 5756239,
    "text": "the steps. So then in this case it makes sense for um to avoid these pitfalls we"
  },
  {
    "startMs": 5760310,
    "text": "sense for um to avoid these pitfalls we"
  },
  {
    "startMs": 5760320,
    "text": "sense for um to avoid these pitfalls we are seeing over and over and over again"
  },
  {
    "startMs": 5762310,
    "text": "are seeing over and over and over again"
  },
  {
    "startMs": 5762320,
    "text": "are seeing over and over and over again to build the thing. But again, I think"
  },
  {
    "startMs": 5764149,
    "text": "to build the thing. But again, I think"
  },
  {
    "startMs": 5764159,
    "text": "to build the thing. But again, I think it comes down to how many users you"
  },
  {
    "startMs": 5767669,
    "text": "it comes down to how many users you"
  },
  {
    "startMs": 5767679,
    "text": "it comes down to how many users you believe will go through that use case,"
  },
  {
    "startMs": 5769990,
    "text": "believe will go through that use case,"
  },
  {
    "startMs": 5770000,
    "text": "believe will go through that use case, how critical is the problem that you"
  },
  {
    "startMs": 5772070,
    "text": "how critical is the problem that you"
  },
  {
    "startMs": 5772080,
    "text": "how critical is the problem that you were seeing. So like if if there's a"
  },
  {
    "startMs": 5774229,
    "text": "were seeing. So like if if there's a"
  },
  {
    "startMs": 5774239,
    "text": "were seeing. So like if if there's a non-b businessiness critical um task"
  },
  {
    "startMs": 5776709,
    "text": "non-b businessiness critical um task"
  },
  {
    "startMs": 5776719,
    "text": "non-b businessiness critical um task that you were solving, you were probably"
  },
  {
    "startMs": 5778709,
    "text": "that you were solving, you were probably"
  },
  {
    "startMs": 5778719,
    "text": "that you were solving, you were probably fine to have a human in the loop"
  },
  {
    "startMs": 5780470,
    "text": "fine to have a human in the loop"
  },
  {
    "startMs": 5780480,
    "text": "fine to have a human in the loop reviewing the outputs that you get and"
  },
  {
    "startMs": 5782629,
    "text": "reviewing the outputs that you get and"
  },
  {
    "startMs": 5782639,
    "text": "reviewing the outputs that you get and steering the agent even if that takes a"
  },
  {
    "startMs": 5784870,
    "text": "steering the agent even if that takes a"
  },
  {
    "startMs": 5784880,
    "text": "steering the agent even if that takes a few extra turns. But if you're putting"
  },
  {
    "startMs": 5786950,
    "text": "few extra turns. But if you're putting"
  },
  {
    "startMs": 5786960,
    "text": "few extra turns. But if you're putting this in the hands of a uh internal user,"
  },
  {
    "startMs": 5790470,
    "text": "this in the hands of a uh internal user,"
  },
  {
    "startMs": 5790480,
    "text": "this in the hands of a uh internal user, for instance, let's say you were"
  },
  {
    "startMs": 5791750,
    "text": "for instance, let's say you were"
  },
  {
    "startMs": 5791760,
    "text": "for instance, let's say you were building something for your team of"
  },
  {
    "startMs": 5793669,
    "text": "building something for your team of"
  },
  {
    "startMs": 5793679,
    "text": "building something for your team of credit analysts, um you're going to have"
  },
  {
    "startMs": 5796390,
    "text": "credit analysts, um you're going to have"
  },
  {
    "startMs": 5796400,
    "text": "credit analysts, um you're going to have 50 people using something to support key"
  },
  {
    "startMs": 5800310,
    "text": "50 people using something to support key"
  },
  {
    "startMs": 5800320,
    "text": "50 people using something to support key company decisions. Yeah, you absolutely"
  },
  {
    "startMs": 5802790,
    "text": "company decisions. Yeah, you absolutely"
  },
  {
    "startMs": 5802800,
    "text": "company decisions. Yeah, you absolutely don't want a lot of variability on that."
  },
  {
    "startMs": 5805990,
    "text": "don't want a lot of variability on that."
  },
  {
    "startMs": 5806000,
    "text": "don't want a lot of variability on that. So again, there's no clearcut I would"
  },
  {
    "startMs": 5808470,
    "text": "So again, there's no clearcut I would"
  },
  {
    "startMs": 5808480,
    "text": "So again, there's no clearcut I would say, but these are the things I would"
  },
  {
    "startMs": 5809830,
    "text": "say, but these are the things I would"
  },
  {
    "startMs": 5809840,
    "text": "say, but these are the things I would consider in in making the decision."
  },
  {
    "startMs": 5813669,
    "text": "consider in in making the decision."
  },
  {
    "startMs": 5813679,
    "text": "consider in in making the decision. Maybe I can help with uh the"
  },
  {
    "startMs": 5815430,
    "text": "Maybe I can help with uh the"
  },
  {
    "startMs": 5815440,
    "text": "Maybe I can help with uh the counterfactual. So, we think this is a"
  },
  {
    "startMs": 5818870,
    "text": "counterfactual. So, we think this is a"
  },
  {
    "startMs": 5818880,
    "text": "counterfactual. So, we think this is a good recipe specifically for financial"
  },
  {
    "startMs": 5821910,
    "text": "good recipe specifically for financial"
  },
  {
    "startMs": 5821920,
    "text": "good recipe specifically for financial harnesses because there's a lot at"
  },
  {
    "startMs": 5824229,
    "text": "harnesses because there's a lot at"
  },
  {
    "startMs": 5824239,
    "text": "harnesses because there's a lot at stake. You want a lot of feedback loops."
  },
  {
    "startMs": 5826629,
    "text": "stake. You want a lot of feedback loops."
  },
  {
    "startMs": 5826639,
    "text": "stake. You want a lot of feedback loops. There's very specific things about those"
  },
  {
    "startMs": 5828629,
    "text": "There's very specific things about those"
  },
  {
    "startMs": 5828639,
    "text": "There's very specific things about those use cases that somehow we're"
  },
  {
    "startMs": 5831510,
    "text": "use cases that somehow we're"
  },
  {
    "startMs": 5831520,
    "text": "use cases that somehow we're representing here even at the personal"
  },
  {
    "startMs": 5834470,
    "text": "representing here even at the personal"
  },
  {
    "startMs": 5834480,
    "text": "representing here even at the personal level or the company level. But imagine"
  },
  {
    "startMs": 5837430,
    "text": "level or the company level. But imagine"
  },
  {
    "startMs": 5837440,
    "text": "level or the company level. But imagine you want to do you want to use AI just"
  },
  {
    "startMs": 5840470,
    "text": "you want to do you want to use AI just"
  },
  {
    "startMs": 5840480,
    "text": "you want to do you want to use AI just to produce like social media content and"
  },
  {
    "startMs": 5843830,
    "text": "to produce like social media content and"
  },
  {
    "startMs": 5843840,
    "text": "to produce like social media content and maybe one of your use cases is just"
  },
  {
    "startMs": 5845990,
    "text": "maybe one of your use cases is just"
  },
  {
    "startMs": 5846000,
    "text": "maybe one of your use cases is just flooding Instagram and Tik Tok with AI"
  },
  {
    "startMs": 5848870,
    "text": "flooding Instagram and Tik Tok with AI"
  },
  {
    "startMs": 5848880,
    "text": "flooding Instagram and Tik Tok with AI generated videos like everyone is doing."
  },
  {
    "startMs": 5851430,
    "text": "generated videos like everyone is doing."
  },
  {
    "startMs": 5851440,
    "text": "generated videos like everyone is doing. There's some steps here that you"
  },
  {
    "startMs": 5852950,
    "text": "There's some steps here that you"
  },
  {
    "startMs": 5852960,
    "text": "There's some steps here that you probably don't care that much. Evidence"
  },
  {
    "startMs": 5854950,
    "text": "probably don't care that much. Evidence"
  },
  {
    "startMs": 5854960,
    "text": "probably don't care that much. Evidence gathering."
  },
  {
    "startMs": 5857830,
    "text": "gathering."
  },
  {
    "startMs": 5857840,
    "text": "gathering. What for? H verification or"
  },
  {
    "startMs": 5860149,
    "text": "What for? H verification or"
  },
  {
    "startMs": 5860159,
    "text": "What for? H verification or accountability even less so. So this is"
  },
  {
    "startMs": 5863830,
    "text": "accountability even less so. So this is"
  },
  {
    "startMs": 5863840,
    "text": "accountability even less so. So this is specifically geared towards like"
  },
  {
    "startMs": 5866070,
    "text": "specifically geared towards like"
  },
  {
    "startMs": 5866080,
    "text": "specifically geared towards like financial use cases and it can be"
  },
  {
    "startMs": 5868629,
    "text": "financial use cases and it can be"
  },
  {
    "startMs": 5868639,
    "text": "financial use cases and it can be extended to different levels of it but"
  },
  {
    "startMs": 5872229,
    "text": "extended to different levels of it but"
  },
  {
    "startMs": 5872239,
    "text": "extended to different levels of it but everything hinges on the fact that is a"
  },
  {
    "startMs": 5874470,
    "text": "everything hinges on the fact that is a"
  },
  {
    "startMs": 5874480,
    "text": "everything hinges on the fact that is a trust system. H this recipe may not be"
  },
  {
    "startMs": 5878550,
    "text": "trust system. H this recipe may not be"
  },
  {
    "startMs": 5878560,
    "text": "trust system. H this recipe may not be as useful if your use cases are not"
  },
  {
    "startMs": 5880709,
    "text": "as useful if your use cases are not"
  },
  {
    "startMs": 5880719,
    "text": "as useful if your use cases are not necessarily like that and in terms of"
  },
  {
    "startMs": 5882870,
    "text": "necessarily like that and in terms of"
  },
  {
    "startMs": 5882880,
    "text": "necessarily like that and in terms of how many harnesses you want to build. I"
  },
  {
    "startMs": 5886149,
    "text": "how many harnesses you want to build. I"
  },
  {
    "startMs": 5886159,
    "text": "how many harnesses you want to build. I think Filipe said it better, but"
  },
  {
    "startMs": 5891040,
    "text": "you can easily fall victim for doing a"
  },
  {
    "startMs": 5893750,
    "text": "you can easily fall victim for doing a"
  },
  {
    "startMs": 5893760,
    "text": "you can easily fall victim for doing a lot of axe sharpening and not actually"
  },
  {
    "startMs": 5896229,
    "text": "lot of axe sharpening and not actually"
  },
  {
    "startMs": 5896239,
    "text": "lot of axe sharpening and not actually using the axe. H So, at some point, if"
  },
  {
    "startMs": 5899910,
    "text": "using the axe. H So, at some point, if"
  },
  {
    "startMs": 5899920,
    "text": "using the axe. H So, at some point, if you're trying to use something and"
  },
  {
    "startMs": 5902070,
    "text": "you're trying to use something and"
  },
  {
    "startMs": 5902080,
    "text": "you're trying to use something and you're not getting the right results,"
  },
  {
    "startMs": 5904390,
    "text": "you're not getting the right results,"
  },
  {
    "startMs": 5904400,
    "text": "you're not getting the right results, you can try adding a couple of skills, a"
  },
  {
    "startMs": 5906629,
    "text": "you can try adding a couple of skills, a"
  },
  {
    "startMs": 5906639,
    "text": "you can try adding a couple of skills, a couple of commands, a couple of extra"
  },
  {
    "startMs": 5908310,
    "text": "couple of commands, a couple of extra"
  },
  {
    "startMs": 5908320,
    "text": "couple of commands, a couple of extra things, still not getting the results or"
  },
  {
    "startMs": 5910470,
    "text": "things, still not getting the results or"
  },
  {
    "startMs": 5910480,
    "text": "things, still not getting the results or the experience you want. You're finding"
  },
  {
    "startMs": 5912470,
    "text": "the experience you want. You're finding"
  },
  {
    "startMs": 5912480,
    "text": "the experience you want. You're finding yourself copy pasting text from one chat"
  },
  {
    "startMs": 5914790,
    "text": "yourself copy pasting text from one chat"
  },
  {
    "startMs": 5914800,
    "text": "yourself copy pasting text from one chat to another, opening a new session. It"
  },
  {
    "startMs": 5917030,
    "text": "to another, opening a new session. It"
  },
  {
    "startMs": 5917040,
    "text": "to another, opening a new session. It feels convoluted harness. So you all the"
  },
  {
    "startMs": 5920870,
    "text": "feels convoluted harness. So you all the"
  },
  {
    "startMs": 5920880,
    "text": "feels convoluted harness. So you all the repeated things that you had to do three"
  },
  {
    "startMs": 5923430,
    "text": "repeated things that you had to do three"
  },
  {
    "startMs": 5923440,
    "text": "repeated things that you had to do three five times. Okay. Just once and you"
  },
  {
    "startMs": 5926629,
    "text": "five times. Okay. Just once and you"
  },
  {
    "startMs": 5926639,
    "text": "five times. Okay. Just once and you design it around it."
  },
  {
    "startMs": 5929910,
    "text": "design it around it."
  },
  {
    "startMs": 5929920,
    "text": "design it around it. Yes. Yes."
  },
  {
    "startMs": 5931189,
    "text": "Yes. Yes."
  },
  {
    "startMs": 5931199,
    "text": "Yes. Yes. Some more related question. So for your"
  },
  {
    "startMs": 5933750,
    "text": "Some more related question. So for your"
  },
  {
    "startMs": 5933760,
    "text": "Some more related question. So for your wedding planning task, right? I think"
  },
  {
    "startMs": 5936550,
    "text": "wedding planning task, right? I think"
  },
  {
    "startMs": 5936560,
    "text": "wedding planning task, right? I think one of like one of the naive way of"
  },
  {
    "startMs": 5938629,
    "text": "one of like one of the naive way of"
  },
  {
    "startMs": 5938639,
    "text": "one of like one of the naive way of looking at this is like maybe spin of"
  },
  {
    "startMs": 5940390,
    "text": "looking at this is like maybe spin of"
  },
  {
    "startMs": 5940400,
    "text": "looking at this is like maybe spin of agent, right? agents, venue agents. Uh,"
  },
  {
    "startMs": 5944550,
    "text": "agent, right? agents, venue agents. Uh,"
  },
  {
    "startMs": 5944560,
    "text": "agent, right? agents, venue agents. Uh, have you have you have you tried that"
  },
  {
    "startMs": 5946229,
    "text": "have you have you have you tried that"
  },
  {
    "startMs": 5946239,
    "text": "have you have you have you tried that and what's the outcome or like your"
  },
  {
    "startMs": 5948870,
    "text": "and what's the outcome or like your"
  },
  {
    "startMs": 5948880,
    "text": "and what's the outcome or like your opinion on that?"
  },
  {
    "startMs": 5949910,
    "text": "opinion on that?"
  },
  {
    "startMs": 5949920,
    "text": "opinion on that? I will start by confessing that I have"
  },
  {
    "startMs": 5952390,
    "text": "I will start by confessing that I have"
  },
  {
    "startMs": 5952400,
    "text": "I will start by confessing that I have the most expensive cloth subscription"
  },
  {
    "startMs": 5954310,
    "text": "the most expensive cloth subscription"
  },
  {
    "startMs": 5954320,
    "text": "the most expensive cloth subscription and I do max it out and not in a good"
  },
  {
    "startMs": 5957430,
    "text": "and I do max it out and not in a good"
  },
  {
    "startMs": 5957440,
    "text": "and I do max it out and not in a good way as in Anthropic is definitely on the"
  },
  {
    "startMs": 5960629,
    "text": "way as in Anthropic is definitely on the"
  },
  {
    "startMs": 5960639,
    "text": "way as in Anthropic is definitely on the on the red because of me."
  },
  {
    "startMs": 5963189,
    "text": "on the red because of me."
  },
  {
    "startMs": 5963199,
    "text": "on the red because of me. I tried research everything for all the"
  },
  {
    "startMs": 5966950,
    "text": "I tried research everything for all the"
  },
  {
    "startMs": 5966960,
    "text": "I tried research everything for all the venue, the flowers, the wedding, do the"
  },
  {
    "startMs": 5969510,
    "text": "venue, the flowers, the wedding, do the"
  },
  {
    "startMs": 5969520,
    "text": "venue, the flowers, the wedding, do the planning, do the different like"
  },
  {
    "startMs": 5971590,
    "text": "planning, do the different like"
  },
  {
    "startMs": 5971600,
    "text": "planning, do the different like scenarios for how much we will have to"
  },
  {
    "startMs": 5973270,
    "text": "scenarios for how much we will have to"
  },
  {
    "startMs": 5973280,
    "text": "scenarios for how much we will have to pay etc. And what I found is that in"
  },
  {
    "startMs": 5976950,
    "text": "pay etc. And what I found is that in"
  },
  {
    "startMs": 5976960,
    "text": "pay etc. And what I found is that in many cases it was good enough to give me"
  },
  {
    "startMs": 5979030,
    "text": "many cases it was good enough to give me"
  },
  {
    "startMs": 5979040,
    "text": "many cases it was good enough to give me the list of the top five photographers"
  },
  {
    "startMs": 5981430,
    "text": "the list of the top five photographers"
  },
  {
    "startMs": 5981440,
    "text": "the list of the top five photographers in Madrid with the new web search with"
  },
  {
    "startMs": 5983990,
    "text": "in Madrid with the new web search with"
  },
  {
    "startMs": 5984000,
    "text": "in Madrid with the new web search with like a refined h tooling etc. Worked"
  },
  {
    "startMs": 5987270,
    "text": "like a refined h tooling etc. Worked"
  },
  {
    "startMs": 5987280,
    "text": "like a refined h tooling etc. Worked like a charm. didn't have to do anything"
  },
  {
    "startMs": 5988709,
    "text": "like a charm. didn't have to do anything"
  },
  {
    "startMs": 5988719,
    "text": "like a charm. didn't have to do anything else just spinning and having"
  },
  {
    "startMs": 5991350,
    "text": "else just spinning and having"
  },
  {
    "startMs": 5991360,
    "text": "else just spinning and having comparisons and even reaching out to"
  },
  {
    "startMs": 5993030,
    "text": "comparisons and even reaching out to"
  },
  {
    "startMs": 5993040,
    "text": "comparisons and even reaching out to them. But for some more nuance use cases"
  },
  {
    "startMs": 5995910,
    "text": "them. But for some more nuance use cases"
  },
  {
    "startMs": 5995920,
    "text": "them. But for some more nuance use cases where I do want to have more control and"
  },
  {
    "startMs": 5997750,
    "text": "where I do want to have more control and"
  },
  {
    "startMs": 5997760,
    "text": "where I do want to have more control and predictability and this is linking to"
  },
  {
    "startMs": 5999510,
    "text": "predictability and this is linking to"
  },
  {
    "startMs": 5999520,
    "text": "predictability and this is linking to the financial nature of them I did find"
  },
  {
    "startMs": 6002629,
    "text": "the financial nature of them I did find"
  },
  {
    "startMs": 6002639,
    "text": "the financial nature of them I did find myself being like I need to build"
  },
  {
    "startMs": 6004790,
    "text": "myself being like I need to build"
  },
  {
    "startMs": 6004800,
    "text": "myself being like I need to build something robust. I'm not recalculating"
  },
  {
    "startMs": 6007750,
    "text": "something robust. I'm not recalculating"
  },
  {
    "startMs": 6007760,
    "text": "something robust. I'm not recalculating this again. Uh and to to make the pain"
  },
  {
    "startMs": 6011910,
    "text": "this again. Uh and to to make the pain"
  },
  {
    "startMs": 6011920,
    "text": "this again. Uh and to to make the pain very real. I remember myself one day"
  },
  {
    "startMs": 6015189,
    "text": "very real. I remember myself one day"
  },
  {
    "startMs": 6015199,
    "text": "very real. I remember myself one day because I was in the car and I was like,"
  },
  {
    "startMs": 6017030,
    "text": "because I was in the car and I was like,"
  },
  {
    "startMs": 6017040,
    "text": "because I was in the car and I was like, \"Yeah, I can dictate some stuff, voice"
  },
  {
    "startMs": 6019430,
    "text": "\"Yeah, I can dictate some stuff, voice"
  },
  {
    "startMs": 6019440,
    "text": "\"Yeah, I can dictate some stuff, voice mode, and then I was driving and it was"
  },
  {
    "startMs": 6021590,
    "text": "mode, and then I was driving and it was"
  },
  {
    "startMs": 6021600,
    "text": "mode, and then I was driving and it was about an hour drive back and forth, you"
  },
  {
    "startMs": 6024310,
    "text": "about an hour drive back and forth, you"
  },
  {
    "startMs": 6024320,
    "text": "about an hour drive back and forth, you know, an hour and an hour and I re had I"
  },
  {
    "startMs": 6027990,
    "text": "know, an hour and an hour and I re had I"
  },
  {
    "startMs": 6028000,
    "text": "know, an hour and an hour and I re had I had the same conversation three times in"
  },
  {
    "startMs": 6030229,
    "text": "had the same conversation three times in"
  },
  {
    "startMs": 6030239,
    "text": "had the same conversation three times in that t in that trench just because every"
  },
  {
    "startMs": 6033109,
    "text": "that t in that trench just because every"
  },
  {
    "startMs": 6033119,
    "text": "that t in that trench just because every time I was trying to do some financially"
  },
  {
    "startMs": 6035750,
    "text": "time I was trying to do some financially"
  },
  {
    "startMs": 6035760,
    "text": "time I was trying to do some financially related or adjacent planning, something"
  },
  {
    "startMs": 6038310,
    "text": "related or adjacent planning, something"
  },
  {
    "startMs": 6038320,
    "text": "related or adjacent planning, something will go wrong and I'll be like"
  },
  {
    "startMs": 6041189,
    "text": "will go wrong and I'll be like"
  },
  {
    "startMs": 6041199,
    "text": "will go wrong and I'll be like so yes, that helps."
  },
  {
    "startMs": 6047040,
    "text": "So getting back to your example of being"
  },
  {
    "startMs": 6049750,
    "text": "So getting back to your example of being"
  },
  {
    "startMs": 6049760,
    "text": "So getting back to your example of being a BI, right? Like um"
  },
  {
    "startMs": 6053430,
    "text": "a BI, right? Like um"
  },
  {
    "startMs": 6053440,
    "text": "a BI, right? Like um I don't think back in the day there were"
  },
  {
    "startMs": 6056310,
    "text": "I don't think back in the day there were"
  },
  {
    "startMs": 6056320,
    "text": "I don't think back in the day there were people who were validating your SQL"
  },
  {
    "startMs": 6058070,
    "text": "people who were validating your SQL"
  },
  {
    "startMs": 6058080,
    "text": "people who were validating your SQL queries, right?"
  },
  {
    "startMs": 6060550,
    "text": "queries, right?"
  },
  {
    "startMs": 6060560,
    "text": "queries, right? Um so this seems like we are it's like"
  },
  {
    "startMs": 6065510,
    "text": "Um so this seems like we are it's like"
  },
  {
    "startMs": 6065520,
    "text": "Um so this seems like we are it's like next level of SQL queries, right? Now"
  },
  {
    "startMs": 6067590,
    "text": "next level of SQL queries, right? Now"
  },
  {
    "startMs": 6067600,
    "text": "next level of SQL queries, right? Now you're building tools because harnesses"
  },
  {
    "startMs": 6069510,
    "text": "you're building tools because harnesses"
  },
  {
    "startMs": 6069520,
    "text": "you're building tools because harnesses are easier to build and stuff. Have you"
  },
  {
    "startMs": 6071750,
    "text": "are easier to build and stuff. Have you"
  },
  {
    "startMs": 6071760,
    "text": "are easier to build and stuff. Have you found"
  },
  {
    "startMs": 6072870,
    "text": "found"
  },
  {
    "startMs": 6072880,
    "text": "found ways to kind of make this point clear to"
  },
  {
    "startMs": 6076149,
    "text": "ways to kind of make this point clear to"
  },
  {
    "startMs": 6076159,
    "text": "ways to kind of make this point clear to leadership in in conversations that like"
  },
  {
    "startMs": 6078790,
    "text": "leadership in in conversations that like"
  },
  {
    "startMs": 6078800,
    "text": "leadership in in conversations that like because because to me it feels every"
  },
  {
    "startMs": 6080950,
    "text": "because because to me it feels every"
  },
  {
    "startMs": 6080960,
    "text": "because because to me it feels every time there is an AI there is an"
  },
  {
    "startMs": 6082870,
    "text": "time there is an AI there is an"
  },
  {
    "startMs": 6082880,
    "text": "time there is an AI there is an expectation that it will be 100% correct"
  },
  {
    "startMs": 6085669,
    "text": "expectation that it will be 100% correct"
  },
  {
    "startMs": 6085679,
    "text": "expectation that it will be 100% correct like do you see what I'm getting at"
  },
  {
    "startMs": 6088550,
    "text": "like do you see what I'm getting at"
  },
  {
    "startMs": 6088560,
    "text": "like do you see what I'm getting at so is your question about managing the"
  },
  {
    "startMs": 6091510,
    "text": "so is your question about managing the"
  },
  {
    "startMs": 6091520,
    "text": "so is your question about managing the expectations so that when people do"
  },
  {
    "startMs": 6094470,
    "text": "expectations so that when people do"
  },
  {
    "startMs": 6094480,
    "text": "expectations so that when people do agentic self surf"
  },
  {
    "startMs": 6096950,
    "text": "agentic self surf"
  },
  {
    "startMs": 6096960,
    "text": "agentic self surf it's not enic sales more so like let's"
  },
  {
    "startMs": 6099910,
    "text": "it's not enic sales more so like let's"
  },
  {
    "startMs": 6099920,
    "text": "it's not enic sales more so like let's say you build this and and you talking"
  },
  {
    "startMs": 6102149,
    "text": "say you build this and and you talking"
  },
  {
    "startMs": 6102159,
    "text": "say you build this and and you talking to your senior leadership to make a"
  },
  {
    "startMs": 6103830,
    "text": "to your senior leadership to make a"
  },
  {
    "startMs": 6103840,
    "text": "to your senior leadership to make a financial decision in your company,"
  },
  {
    "startMs": 6105669,
    "text": "financial decision in your company,"
  },
  {
    "startMs": 6105679,
    "text": "financial decision in your company, right? And they start drilling you and"
  },
  {
    "startMs": 6107669,
    "text": "right? And they start drilling you and"
  },
  {
    "startMs": 6107679,
    "text": "right? And they start drilling you and drilling you and and the moment that you"
  },
  {
    "startMs": 6109590,
    "text": "drilling you and and the moment that you"
  },
  {
    "startMs": 6109600,
    "text": "drilling you and and the moment that you say, \"Oh, I use AI and harnesses,\""
  },
  {
    "startMs": 6111590,
    "text": "say, \"Oh, I use AI and harnesses,\""
  },
  {
    "startMs": 6111600,
    "text": "say, \"Oh, I use AI and harnesses,\" they're like, \"Well, this has to be 200%"
  },
  {
    "startMs": 6114470,
    "text": "they're like, \"Well, this has to be 200%"
  },
  {
    "startMs": 6114480,
    "text": "they're like, \"Well, this has to be 200% correct or something like you know what"
  },
  {
    "startMs": 6116229,
    "text": "correct or something like you know what"
  },
  {
    "startMs": 6116239,
    "text": "correct or something like you know what I'm saying? Have you found the way to to"
  },
  {
    "startMs": 6118709,
    "text": "I'm saying? Have you found the way to to"
  },
  {
    "startMs": 6118719,
    "text": "I'm saying? Have you found the way to to kind of make sure that they understand"
  },
  {
    "startMs": 6120229,
    "text": "kind of make sure that they understand"
  },
  {
    "startMs": 6120239,
    "text": "kind of make sure that they understand this is still SQL queries?\""
  },
  {
    "startMs": 6122870,
    "text": "this is still SQL queries?\""
  },
  {
    "startMs": 6122880,
    "text": "this is still SQL queries?\" Bit of a spoiler, but there's a talk"
  },
  {
    "startMs": 6125910,
    "text": "Bit of a spoiler, but there's a talk"
  },
  {
    "startMs": 6125920,
    "text": "Bit of a spoiler, but there's a talk tomorrow. [laughter]"
  },
  {
    "startMs": 6128880,
    "text": "I don't know. Do you have any?"
  },
  {
    "startMs": 6130205,
    "text": "I don't know. Do you have any?"
  },
  {
    "startMs": 6130215,
    "text": "I don't know. Do you have any? [clears throat]"
  },
  {
    "startMs": 6130390,
    "text": "[clears throat]"
  },
  {
    "startMs": 6130400,
    "text": "[clears throat] Yeah. Yeah. No, I think um"
  },
  {
    "startMs": 6133910,
    "text": "Yeah. Yeah. No, I think um"
  },
  {
    "startMs": 6133920,
    "text": "Yeah. Yeah. No, I think um it's"
  },
  {
    "startMs": 6137119,
    "text": "with the AI first world, we sometimes as"
  },
  {
    "startMs": 6141030,
    "text": "with the AI first world, we sometimes as"
  },
  {
    "startMs": 6141040,
    "text": "with the AI first world, we sometimes as you were saying forget that what's that"
  },
  {
    "startMs": 6143189,
    "text": "you were saying forget that what's that"
  },
  {
    "startMs": 6143199,
    "text": "you were saying forget that what's that that's only a two and a means to an end"
  },
  {
    "startMs": 6145830,
    "text": "that's only a two and a means to an end"
  },
  {
    "startMs": 6145840,
    "text": "that's only a two and a means to an end be before like what's what's going on"
  },
  {
    "startMs": 6147830,
    "text": "be before like what's what's going on"
  },
  {
    "startMs": 6147840,
    "text": "be before like what's what's going on right so I think what we would have"
  },
  {
    "startMs": 6150470,
    "text": "right so I think what we would have"
  },
  {
    "startMs": 6150480,
    "text": "right so I think what we would have noticed and again from Monzo's"
  },
  {
    "startMs": 6152629,
    "text": "noticed and again from Monzo's"
  },
  {
    "startMs": 6152639,
    "text": "noticed and again from Monzo's experience we've been approaching it"
  },
  {
    "startMs": 6154229,
    "text": "experience we've been approaching it"
  },
  {
    "startMs": 6154239,
    "text": "experience we've been approaching it from an highly impactbased um point of"
  },
  {
    "startMs": 6157750,
    "text": "from an highly impactbased um point of"
  },
  {
    "startMs": 6157760,
    "text": "from an highly impactbased um point of view so it's not about we should use AI"
  },
  {
    "startMs": 6161430,
    "text": "view so it's not about we should use AI"
  },
  {
    "startMs": 6161440,
    "text": "view so it's not about we should use AI for this because AI can something"
  },
  {
    "startMs": 6164629,
    "text": "for this because AI can something"
  },
  {
    "startMs": 6164639,
    "text": "for this because AI can something something something. It's like what's"
  },
  {
    "startMs": 6167109,
    "text": "something something. It's like what's"
  },
  {
    "startMs": 6167119,
    "text": "something something. It's like what's the outcome we're looking for here? What"
  },
  {
    "startMs": 6169189,
    "text": "the outcome we're looking for here? What"
  },
  {
    "startMs": 6169199,
    "text": "the outcome we're looking for here? What how do we measure success here? Are we"
  },
  {
    "startMs": 6171030,
    "text": "how do we measure success here? Are we"
  },
  {
    "startMs": 6171040,
    "text": "how do we measure success here? Are we looking for less uh back and forth with"
  },
  {
    "startMs": 6174070,
    "text": "looking for less uh back and forth with"
  },
  {
    "startMs": 6174080,
    "text": "looking for less uh back and forth with a BI team? Uh we don't even have a BI"
  },
  {
    "startMs": 6176310,
    "text": "a BI team? Uh we don't even have a BI"
  },
  {
    "startMs": 6176320,
    "text": "a BI team? Uh we don't even have a BI team, but you get you get what I mean."
  },
  {
    "startMs": 6177910,
    "text": "team, but you get you get what I mean."
  },
  {
    "startMs": 6177920,
    "text": "team, but you get you get what I mean. Um to validate a new dashboard. Okay."
  },
  {
    "startMs": 6181430,
    "text": "Um to validate a new dashboard. Okay."
  },
  {
    "startMs": 6181440,
    "text": "Um to validate a new dashboard. Okay. So, we can track that and actually see"
  },
  {
    "startMs": 6183350,
    "text": "So, we can track that and actually see"
  },
  {
    "startMs": 6183360,
    "text": "So, we can track that and actually see if AI can support us in in generating"
  },
  {
    "startMs": 6186149,
    "text": "if AI can support us in in generating"
  },
  {
    "startMs": 6186159,
    "text": "if AI can support us in in generating that outcome. um are we looking for um"
  },
  {
    "startMs": 6190310,
    "text": "that outcome. um are we looking for um"
  },
  {
    "startMs": 6190320,
    "text": "that outcome. um are we looking for um less I don't know internal ask tickets"
  },
  {
    "startMs": 6193669,
    "text": "less I don't know internal ask tickets"
  },
  {
    "startMs": 6193679,
    "text": "less I don't know internal ask tickets because the number looks wrong. Okay, so"
  },
  {
    "startMs": 6196709,
    "text": "because the number looks wrong. Okay, so"
  },
  {
    "startMs": 6196719,
    "text": "because the number looks wrong. Okay, so let's track that and then the approach"
  },
  {
    "startMs": 6199510,
    "text": "let's track that and then the approach"
  },
  {
    "startMs": 6199520,
    "text": "let's track that and then the approach that we do the way we do that doesn't"
  },
  {
    "startMs": 6202870,
    "text": "that we do the way we do that doesn't"
  },
  {
    "startMs": 6202880,
    "text": "that we do the way we do that doesn't really matter to a point if that makes"
  },
  {
    "startMs": 6204790,
    "text": "really matter to a point if that makes"
  },
  {
    "startMs": 6204800,
    "text": "really matter to a point if that makes sense because it will be again a tool"
  },
  {
    "startMs": 6207510,
    "text": "sense because it will be again a tool"
  },
  {
    "startMs": 6207520,
    "text": "sense because it will be again a tool that can get us to that um to that"
  },
  {
    "startMs": 6210470,
    "text": "that can get us to that um to that"
  },
  {
    "startMs": 6210480,
    "text": "that can get us to that um to that result probably faster with better guard"
  },
  {
    "startMs": 6214629,
    "text": "result probably faster with better guard"
  },
  {
    "startMs": 6214639,
    "text": "result probably faster with better guard rails and so on and so forth. So I think"
  },
  {
    "startMs": 6216550,
    "text": "rails and so on and so forth. So I think"
  },
  {
    "startMs": 6216560,
    "text": "rails and so on and so forth. So I think it's less it's less about gaining trust"
  },
  {
    "startMs": 6220709,
    "text": "it's less it's less about gaining trust"
  },
  {
    "startMs": 6220719,
    "text": "it's less it's less about gaining trust on the implementation on the AI itself"
  },
  {
    "startMs": 6224629,
    "text": "on the implementation on the AI itself"
  },
  {
    "startMs": 6224639,
    "text": "on the implementation on the AI itself but more about aligning on what's the"
  },
  {
    "startMs": 6226790,
    "text": "but more about aligning on what's the"
  },
  {
    "startMs": 6226800,
    "text": "but more about aligning on what's the outcome we're trying to drive with the"
  },
  {
    "startMs": 6228950,
    "text": "outcome we're trying to drive with the"
  },
  {
    "startMs": 6228960,
    "text": "outcome we're trying to drive with the AI."
  },
  {
    "startMs": 6231910,
    "text": "AI."
  },
  {
    "startMs": 6231920,
    "text": "AI. I think we had another one there."
  },
  {
    "startMs": 6235109,
    "text": "I think we had another one there."
  },
  {
    "startMs": 6235119,
    "text": "I think we had another one there. My question is more you have show a"
  },
  {
    "startMs": 6237830,
    "text": "My question is more you have show a"
  },
  {
    "startMs": 6237840,
    "text": "My question is more you have show a harness that has some complexity right"
  },
  {
    "startMs": 6240149,
    "text": "harness that has some complexity right"
  },
  {
    "startMs": 6240159,
    "text": "harness that has some complexity right you have a UI you have databases say but"
  },
  {
    "startMs": 6244790,
    "text": "you have a UI you have databases say but"
  },
  {
    "startMs": 6244800,
    "text": "you have a UI you have databases say but I have also build processes that invoke"
  },
  {
    "startMs": 6248149,
    "text": "I have also build processes that invoke"
  },
  {
    "startMs": 6248159,
    "text": "I have also build processes that invoke some of these steps but they are all at"
  },
  {
    "startMs": 6250229,
    "text": "some of these steps but they are all at"
  },
  {
    "startMs": 6250239,
    "text": "some of these steps but they are all at skill right that it ask you questions it"
  },
  {
    "startMs": 6255030,
    "text": "skill right that it ask you questions it"
  },
  {
    "startMs": 6255040,
    "text": "skill right that it ask you questions it runs the number based on a Python script"
  },
  {
    "startMs": 6257189,
    "text": "runs the number based on a Python script"
  },
  {
    "startMs": 6257199,
    "text": "runs the number based on a Python script and so on so my question is more like"
  },
  {
    "startMs": 6260229,
    "text": "and so on so my question is more like"
  },
  {
    "startMs": 6260239,
    "text": "and so on so my question is more like where you see the boundaries between"
  },
  {
    "startMs": 6261750,
    "text": "where you see the boundaries between"
  },
  {
    "startMs": 6261760,
    "text": "where you see the boundaries between like having a skill that does all these"
  },
  {
    "startMs": 6263430,
    "text": "like having a skill that does all these"
  },
  {
    "startMs": 6263440,
    "text": "like having a skill that does all these creating like a separate tool or have"
  },
  {
    "startMs": 6266629,
    "text": "creating like a separate tool or have"
  },
  {
    "startMs": 6266639,
    "text": "creating like a separate tool or have have you tried that?"
  },
  {
    "startMs": 6267510,
    "text": "have you tried that?"
  },
  {
    "startMs": 6267520,
    "text": "have you tried that? Absolutely. Yeah, absolutely. Um I think"
  },
  {
    "startMs": 6269990,
    "text": "Absolutely. Yeah, absolutely. Um I think"
  },
  {
    "startMs": 6270000,
    "text": "Absolutely. Yeah, absolutely. Um I think it it again very similarly to to what we"
  },
  {
    "startMs": 6272470,
    "text": "it it again very similarly to to what we"
  },
  {
    "startMs": 6272480,
    "text": "it it again very similarly to to what we were saying about your user base and the"
  },
  {
    "startMs": 6275189,
    "text": "were saying about your user base and the"
  },
  {
    "startMs": 6275199,
    "text": "were saying about your user base and the reproducibility you want is when this"
  },
  {
    "startMs": 6278629,
    "text": "reproducibility you want is when this"
  },
  {
    "startMs": 6278639,
    "text": "reproducibility you want is when this becomes critical enough that the"
  },
  {
    "startMs": 6280709,
    "text": "becomes critical enough that the"
  },
  {
    "startMs": 6280719,
    "text": "becomes critical enough that the tradeoffs we are getting with the"
  },
  {
    "startMs": 6283669,
    "text": "tradeoffs we are getting with the"
  },
  {
    "startMs": 6283679,
    "text": "tradeoffs we are getting with the nondeterministic approach are are not uh"
  },
  {
    "startMs": 6287350,
    "text": "nondeterministic approach are are not uh"
  },
  {
    "startMs": 6287360,
    "text": "nondeterministic approach are are not uh we're not willing to have them. I"
  },
  {
    "startMs": 6288950,
    "text": "we're not willing to have them. I"
  },
  {
    "startMs": 6288960,
    "text": "we're not willing to have them. I usually describe the the skill command"
  },
  {
    "startMs": 6291109,
    "text": "usually describe the the skill command"
  },
  {
    "startMs": 6291119,
    "text": "usually describe the the skill command like the the promptbased approach as hey"
  },
  {
    "startMs": 6295109,
    "text": "like the the promptbased approach as hey"
  },
  {
    "startMs": 6295119,
    "text": "like the the promptbased approach as hey please follow all of this and make no"
  },
  {
    "startMs": 6297510,
    "text": "please follow all of this and make no"
  },
  {
    "startMs": 6297520,
    "text": "please follow all of this and make no mistakes please please please like again"
  },
  {
    "startMs": 6300550,
    "text": "mistakes please please please like again"
  },
  {
    "startMs": 6300560,
    "text": "mistakes please please please like again because this is what's going on right we"
  },
  {
    "startMs": 6302310,
    "text": "because this is what's going on right we"
  },
  {
    "startMs": 6302320,
    "text": "because this is what's going on right we are we are giving a a lot of organized"
  },
  {
    "startMs": 6304709,
    "text": "are we are giving a a lot of organized"
  },
  {
    "startMs": 6304719,
    "text": "are we are giving a a lot of organized very well organized instructions to a"
  },
  {
    "startMs": 6307590,
    "text": "very well organized instructions to a"
  },
  {
    "startMs": 6307600,
    "text": "very well organized instructions to a machine and hoping that it it will"
  },
  {
    "startMs": 6309109,
    "text": "machine and hoping that it it will"
  },
  {
    "startMs": 6309119,
    "text": "machine and hoping that it it will perform these instructions agents are"
  },
  {
    "startMs": 6311430,
    "text": "perform these instructions agents are"
  },
  {
    "startMs": 6311440,
    "text": "perform these instructions agents are good enough nowadays they will probably"
  },
  {
    "startMs": 6314629,
    "text": "good enough nowadays they will probably"
  },
  {
    "startMs": 6314639,
    "text": "good enough nowadays they will probably perform your instructions 99%"
  },
  {
    "startMs": 6317750,
    "text": "perform your instructions 99%"
  },
  {
    "startMs": 6317760,
    "text": "perform your instructions 99% of the time. Uh, but what about that 1%?"
  },
  {
    "startMs": 6321590,
    "text": "of the time. Uh, but what about that 1%?"
  },
  {
    "startMs": 6321600,
    "text": "of the time. Uh, but what about that 1%? What about an edge case that makes"
  },
  {
    "startMs": 6325030,
    "text": "What about an edge case that makes"
  },
  {
    "startMs": 6325040,
    "text": "What about an edge case that makes things don't work? What about if you"
  },
  {
    "startMs": 6327830,
    "text": "things don't work? What about if you"
  },
  {
    "startMs": 6327840,
    "text": "things don't work? What about if you distribute this to your internal users"
  },
  {
    "startMs": 6330390,
    "text": "distribute this to your internal users"
  },
  {
    "startMs": 6330400,
    "text": "distribute this to your internal users and your internal user has a instruction"
  },
  {
    "startMs": 6333430,
    "text": "and your internal user has a instruction"
  },
  {
    "startMs": 6333440,
    "text": "and your internal user has a instruction in their user level cloud.mmd file that"
  },
  {
    "startMs": 6337750,
    "text": "in their user level cloud.mmd file that"
  },
  {
    "startMs": 6337760,
    "text": "in their user level cloud.mmd file that goes against what you are telling your"
  },
  {
    "startMs": 6339750,
    "text": "goes against what you are telling your"
  },
  {
    "startMs": 6339760,
    "text": "goes against what you are telling your agent to do. You see my point is like um"
  },
  {
    "startMs": 6342229,
    "text": "agent to do. You see my point is like um"
  },
  {
    "startMs": 6342239,
    "text": "agent to do. You see my point is like um there are many when you when you start"
  },
  {
    "startMs": 6345270,
    "text": "there are many when you when you start"
  },
  {
    "startMs": 6345280,
    "text": "there are many when you when you start distributing it to a number of users and"
  },
  {
    "startMs": 6347750,
    "text": "distributing it to a number of users and"
  },
  {
    "startMs": 6347760,
    "text": "distributing it to a number of users and use cases things can get messy"
  },
  {
    "startMs": 6351750,
    "text": "use cases things can get messy"
  },
  {
    "startMs": 6351760,
    "text": "use cases things can get messy in places you are not able to predict"
  },
  {
    "startMs": 6354709,
    "text": "in places you are not able to predict"
  },
  {
    "startMs": 6354719,
    "text": "in places you are not able to predict and then you can find yourself I we have"
  },
  {
    "startMs": 6357350,
    "text": "and then you can find yourself I we have"
  },
  {
    "startMs": 6357360,
    "text": "and then you can find yourself I we have a at Moz we have an internal like"
  },
  {
    "startMs": 6359830,
    "text": "a at Moz we have an internal like"
  },
  {
    "startMs": 6359840,
    "text": "a at Moz we have an internal like contribution for agent extensions where"
  },
  {
    "startMs": 6361990,
    "text": "contribution for agent extensions where"
  },
  {
    "startMs": 6362000,
    "text": "contribution for agent extensions where multiple teams can well I've come across"
  },
  {
    "startMs": 6364470,
    "text": "multiple teams can well I've come across"
  },
  {
    "startMs": 6364480,
    "text": "multiple teams can well I've come across something that works with me let me"
  },
  {
    "startMs": 6365750,
    "text": "something that works with me let me"
  },
  {
    "startMs": 6365760,
    "text": "something that works with me let me share it internally um so like plugins"
  },
  {
    "startMs": 6368550,
    "text": "share it internally um so like plugins"
  },
  {
    "startMs": 6368560,
    "text": "share it internally um so like plugins skills and so on and very frequent ly we"
  },
  {
    "startMs": 6370790,
    "text": "skills and so on and very frequent ly we"
  },
  {
    "startMs": 6370800,
    "text": "skills and so on and very frequent ly we when reviewing the instructions we see"
  },
  {
    "startMs": 6372629,
    "text": "when reviewing the instructions we see"
  },
  {
    "startMs": 6372639,
    "text": "when reviewing the instructions we see things trying to cover for if the user"
  },
  {
    "startMs": 6375669,
    "text": "things trying to cover for if the user"
  },
  {
    "startMs": 6375679,
    "text": "things trying to cover for if the user tries to do this tell the user back that"
  },
  {
    "startMs": 6378790,
    "text": "tries to do this tell the user back that"
  },
  {
    "startMs": 6378800,
    "text": "tries to do this tell the user back that this skill does not support that and you"
  },
  {
    "startMs": 6381189,
    "text": "this skill does not support that and you"
  },
  {
    "startMs": 6381199,
    "text": "this skill does not support that and you see like it's again trying to cover for"
  },
  {
    "startMs": 6383590,
    "text": "see like it's again trying to cover for"
  },
  {
    "startMs": 6383600,
    "text": "see like it's again trying to cover for many things that with the determinism"
  },
  {
    "startMs": 6386390,
    "text": "many things that with the determinism"
  },
  {
    "startMs": 6386400,
    "text": "many things that with the determinism and when I say determinism is the"
  },
  {
    "startMs": 6388070,
    "text": "and when I say determinism is the"
  },
  {
    "startMs": 6388080,
    "text": "and when I say determinism is the backend code like the python the"
  },
  {
    "startMs": 6389510,
    "text": "backend code like the python the"
  },
  {
    "startMs": 6389520,
    "text": "backend code like the python the whatever we are using uh that the"
  },
  {
    "startMs": 6391750,
    "text": "whatever we are using uh that the"
  },
  {
    "startMs": 6391760,
    "text": "whatever we are using uh that the harness provides that out of the like"
  },
  {
    "startMs": 6395590,
    "text": "harness provides that out of the like"
  },
  {
    "startMs": 6395600,
    "text": "harness provides that out of the like out of the box is something we can cover"
  },
  {
    "startMs": 6398149,
    "text": "out of the box is something we can cover"
  },
  {
    "startMs": 6398159,
    "text": "out of the box is something we can cover or"
  },
  {
    "startMs": 6403360,
    "text": "anyone has any other comments,"
  },
  {
    "startMs": 6405350,
    "text": "anyone has any other comments,"
  },
  {
    "startMs": 6405360,
    "text": "anyone has any other comments, questions."
  },
  {
    "startMs": 6409040,
    "text": "All right,"
  },
  {
    "startMs": 6409830,
    "text": "All right,"
  },
  {
    "startMs": 6409840,
    "text": "All right, cool."
  },
  {
    "startMs": 6412390,
    "text": "cool."
  },
  {
    "startMs": 6412400,
    "text": "cool. Where is the thingy? [laughter]"
  },
  {
    "startMs": 6414629,
    "text": "Where is the thingy? [laughter]"
  },
  {
    "startMs": 6414639,
    "text": "Where is the thingy? [laughter] Never mind. Never mind. Never mind."
  },
  {
    "startMs": 6420080,
    "text": "Cool, cool, cool, cool. Skipping ahead."
  },
  {
    "startMs": 6421830,
    "text": "Cool, cool, cool, cool. Skipping ahead."
  },
  {
    "startMs": 6421840,
    "text": "Cool, cool, cool, cool. Skipping ahead. Skipping ahead. Ah, fun. Erh, I wanted"
  },
  {
    "startMs": 6425910,
    "text": "Skipping ahead. Ah, fun. Erh, I wanted"
  },
  {
    "startMs": 6425920,
    "text": "Skipping ahead. Ah, fun. Erh, I wanted to make a joke and I completely missed"
  },
  {
    "startMs": 6427430,
    "text": "to make a joke and I completely missed"
  },
  {
    "startMs": 6427440,
    "text": "to make a joke and I completely missed it for clicking this thing too quickly."
  },
  {
    "startMs": 6429750,
    "text": "it for clicking this thing too quickly."
  },
  {
    "startMs": 6429760,
    "text": "it for clicking this thing too quickly. But finance is funny. And I say funny"
  },
  {
    "startMs": 6433830,
    "text": "But finance is funny. And I say funny"
  },
  {
    "startMs": 6433840,
    "text": "But finance is funny. And I say funny because I find it to be a super"
  },
  {
    "startMs": 6435990,
    "text": "because I find it to be a super"
  },
  {
    "startMs": 6436000,
    "text": "because I find it to be a super interesting domain with a the added"
  },
  {
    "startMs": 6439669,
    "text": "interesting domain with a the added"
  },
  {
    "startMs": 6439679,
    "text": "interesting domain with a the added advantage that back in the day finance"
  },
  {
    "startMs": 6443189,
    "text": "advantage that back in the day finance"
  },
  {
    "startMs": 6443199,
    "text": "advantage that back in the day finance felt like just working with"
  },
  {
    "startMs": 6445270,
    "text": "felt like just working with"
  },
  {
    "startMs": 6445280,
    "text": "felt like just working with spreadsheets, very like boring work,"
  },
  {
    "startMs": 6448310,
    "text": "spreadsheets, very like boring work,"
  },
  {
    "startMs": 6448320,
    "text": "spreadsheets, very like boring work, adding numbers here and there, formulas,"
  },
  {
    "startMs": 6450310,
    "text": "adding numbers here and there, formulas,"
  },
  {
    "startMs": 6450320,
    "text": "adding numbers here and there, formulas, whatever. If you ask any accountant is"
  },
  {
    "startMs": 6453910,
    "text": "whatever. If you ask any accountant is"
  },
  {
    "startMs": 6453920,
    "text": "whatever. If you ask any accountant is all about creativity and interpretation"
  },
  {
    "startMs": 6456229,
    "text": "all about creativity and interpretation"
  },
  {
    "startMs": 6456239,
    "text": "all about creativity and interpretation because they will come up with the"
  },
  {
    "startMs": 6457910,
    "text": "because they will come up with the"
  },
  {
    "startMs": 6457920,
    "text": "because they will come up with the weirdest things and I think in that"
  },
  {
    "startMs": 6460629,
    "text": "weirdest things and I think in that"
  },
  {
    "startMs": 6460639,
    "text": "weirdest things and I think in that level of ambiguity AI is really good"
  },
  {
    "startMs": 6464390,
    "text": "level of ambiguity AI is really good"
  },
  {
    "startMs": 6464400,
    "text": "level of ambiguity AI is really good really really good you have some bits"
  },
  {
    "startMs": 6466950,
    "text": "really really good you have some bits"
  },
  {
    "startMs": 6466960,
    "text": "really really good you have some bits that are the spreadsheet and then you"
  },
  {
    "startMs": 6469109,
    "text": "that are the spreadsheet and then you"
  },
  {
    "startMs": 6469119,
    "text": "that are the spreadsheet and then you realize some of the cash flow didn't"
  },
  {
    "startMs": 6471189,
    "text": "realize some of the cash flow didn't"
  },
  {
    "startMs": 6471199,
    "text": "realize some of the cash flow didn't quite make sense because some of the"
  },
  {
    "startMs": 6472870,
    "text": "quite make sense because some of the"
  },
  {
    "startMs": 6472880,
    "text": "quite make sense because some of the revenue was attributed a month later and"
  },
  {
    "startMs": 6475270,
    "text": "revenue was attributed a month later and"
  },
  {
    "startMs": 6475280,
    "text": "revenue was attributed a month later and you're like ah creativity. So because we"
  },
  {
    "startMs": 6479109,
    "text": "you're like ah creativity. So because we"
  },
  {
    "startMs": 6479119,
    "text": "you're like ah creativity. So because we are in this space of finance and"
  },
  {
    "startMs": 6482550,
    "text": "are in this space of finance and"
  },
  {
    "startMs": 6482560,
    "text": "are in this space of finance and depending on where is your mind mindset"
  },
  {
    "startMs": 6484790,
    "text": "depending on where is your mind mindset"
  },
  {
    "startMs": 6484800,
    "text": "depending on where is your mind mindset at you could look at a problem as"
  },
  {
    "startMs": 6487350,
    "text": "at you could look at a problem as"
  },
  {
    "startMs": 6487360,
    "text": "at you could look at a problem as something very simple that you can just"
  },
  {
    "startMs": 6488950,
    "text": "something very simple that you can just"
  },
  {
    "startMs": 6488960,
    "text": "something very simple that you can just get an agent to fix within 10 minutes or"
  },
  {
    "startMs": 6491750,
    "text": "get an agent to fix within 10 minutes or"
  },
  {
    "startMs": 6491760,
    "text": "get an agent to fix within 10 minutes or you could look at it as it actually is"
  },
  {
    "startMs": 6494229,
    "text": "you could look at it as it actually is"
  },
  {
    "startMs": 6494239,
    "text": "you could look at it as it actually is which is a mixture of things that need"
  },
  {
    "startMs": 6496629,
    "text": "which is a mixture of things that need"
  },
  {
    "startMs": 6496639,
    "text": "which is a mixture of things that need to run reliably 100% of the time and a"
  },
  {
    "startMs": 6500629,
    "text": "to run reliably 100% of the time and a"
  },
  {
    "startMs": 6500639,
    "text": "to run reliably 100% of the time and a lot of interpretation and freedom of"
  },
  {
    "startMs": 6503030,
    "text": "lot of interpretation and freedom of"
  },
  {
    "startMs": 6503040,
    "text": "lot of interpretation and freedom of creativity in between the lines."
  },
  {
    "startMs": 6506629,
    "text": "creativity in between the lines."
  },
  {
    "startMs": 6506639,
    "text": "creativity in between the lines. So yeah, sorry, very poorly delivered"
  },
  {
    "startMs": 6508629,
    "text": "So yeah, sorry, very poorly delivered"
  },
  {
    "startMs": 6508639,
    "text": "So yeah, sorry, very poorly delivered joke, but that's what I wanted to go"
  },
  {
    "startMs": 6510229,
    "text": "joke, but that's what I wanted to go"
  },
  {
    "startMs": 6510239,
    "text": "joke, but that's what I wanted to go through. Uh, and the bottom line being"
  },
  {
    "startMs": 6513990,
    "text": "through. Uh, and the bottom line being"
  },
  {
    "startMs": 6514000,
    "text": "through. Uh, and the bottom line being the design of your harnesses needs to be"
  },
  {
    "startMs": 6517430,
    "text": "the design of your harnesses needs to be"
  },
  {
    "startMs": 6517440,
    "text": "the design of your harnesses needs to be intentional to increase trust."
  },
  {
    "startMs": 6521109,
    "text": "intentional to increase trust."
  },
  {
    "startMs": 6521119,
    "text": "intentional to increase trust. Don't assume that oh because this is"
  },
  {
    "startMs": 6523350,
    "text": "Don't assume that oh because this is"
  },
  {
    "startMs": 6523360,
    "text": "Don't assume that oh because this is running on AI is going to be what was"
  },
  {
    "startMs": 6525830,
    "text": "running on AI is going to be what was"
  },
  {
    "startMs": 6525840,
    "text": "running on AI is going to be what was the the quote 200% accurate."
  },
  {
    "startMs": 6529189,
    "text": "the the quote 200% accurate."
  },
  {
    "startMs": 6529199,
    "text": "the the quote 200% accurate. It will likely not unless you design all"
  },
  {
    "startMs": 6531910,
    "text": "It will likely not unless you design all"
  },
  {
    "startMs": 6531920,
    "text": "It will likely not unless you design all the mechanisms so that whatever process"
  },
  {
    "startMs": 6535030,
    "text": "the mechanisms so that whatever process"
  },
  {
    "startMs": 6535040,
    "text": "the mechanisms so that whatever process runs you know you can trust the results"
  },
  {
    "startMs": 6537750,
    "text": "runs you know you can trust the results"
  },
  {
    "startMs": 6537760,
    "text": "runs you know you can trust the results to a degree. Um and yeah models are"
  },
  {
    "startMs": 6541830,
    "text": "to a degree. Um and yeah models are"
  },
  {
    "startMs": 6541840,
    "text": "to a degree. Um and yeah models are going to get better. We have seen the"
  },
  {
    "startMs": 6543910,
    "text": "going to get better. We have seen the"
  },
  {
    "startMs": 6543920,
    "text": "going to get better. We have seen the last six months nine months in saying"
  },
  {
    "startMs": 6546790,
    "text": "last six months nine months in saying"
  },
  {
    "startMs": 6546800,
    "text": "last six months nine months in saying I'm getting a little bit of whiplash"
  },
  {
    "startMs": 6548310,
    "text": "I'm getting a little bit of whiplash"
  },
  {
    "startMs": 6548320,
    "text": "I'm getting a little bit of whiplash even with you know how fast things are"
  },
  {
    "startMs": 6550550,
    "text": "even with you know how fast things are"
  },
  {
    "startMs": 6550560,
    "text": "even with you know how fast things are going but they still have to earn the"
  },
  {
    "startMs": 6553109,
    "text": "going but they still have to earn the"
  },
  {
    "startMs": 6553119,
    "text": "going but they still have to earn the trust. it's not a 100% right and in when"
  },
  {
    "startMs": 6556310,
    "text": "trust. it's not a 100% right and in when"
  },
  {
    "startMs": 6556320,
    "text": "trust. it's not a 100% right and in when we're talking about money 1% wrong"
  },
  {
    "startMs": 6558950,
    "text": "we're talking about money 1% wrong"
  },
  {
    "startMs": 6558960,
    "text": "we're talking about money 1% wrong sometimes it's a lot of money"
  },
  {
    "startMs": 6561750,
    "text": "sometimes it's a lot of money"
  },
  {
    "startMs": 6561760,
    "text": "sometimes it's a lot of money so yeah we kind of skipped into the"
  },
  {
    "startMs": 6564149,
    "text": "so yeah we kind of skipped into the"
  },
  {
    "startMs": 6564159,
    "text": "so yeah we kind of skipped into the questions but if anyone has anything"
  },
  {
    "startMs": 6565590,
    "text": "questions but if anyone has anything"
  },
  {
    "startMs": 6565600,
    "text": "questions but if anyone has anything else"
  },
  {
    "startMs": 6566070,
    "text": "else"
  },
  {
    "startMs": 6566080,
    "text": "else yeah just really quick like in the UI"
  },
  {
    "startMs": 6567910,
    "text": "yeah just really quick like in the UI"
  },
  {
    "startMs": 6567920,
    "text": "yeah just really quick like in the UI how do you demonstrate trust like"
  },
  {
    "startMs": 6572070,
    "text": "how do you demonstrate trust like"
  },
  {
    "startMs": 6572080,
    "text": "how do you demonstrate trust like you just ask it show me how you"
  },
  {
    "startMs": 6573350,
    "text": "you just ask it show me how you"
  },
  {
    "startMs": 6573360,
    "text": "you just ask it show me how you calculated this or does it show you the"
  },
  {
    "startMs": 6575350,
    "text": "calculated this or does it show you the"
  },
  {
    "startMs": 6575360,
    "text": "calculated this or does it show you the code"
  },
  {
    "startMs": 6576149,
    "text": "code"
  },
  {
    "startMs": 6576159,
    "text": "code can you show an example like how do you"
  },
  {
    "startMs": 6577669,
    "text": "can you show an example like how do you"
  },
  {
    "startMs": 6577679,
    "text": "can you show an example like how do you prove it"
  },
  {
    "startMs": 6578310,
    "text": "prove it"
  },
  {
    "startMs": 6578320,
    "text": "prove it the intent was that it was a aggregation"
  },
  {
    "startMs": 6581590,
    "text": "the intent was that it was a aggregation"
  },
  {
    "startMs": 6581600,
    "text": "the intent was that it was a aggregation of everything so All the steps in the"
  },
  {
    "startMs": 6584070,
    "text": "of everything so All the steps in the"
  },
  {
    "startMs": 6584080,
    "text": "of everything so All the steps in the framework should have felt like oh but I"
  },
  {
    "startMs": 6587270,
    "text": "framework should have felt like oh but I"
  },
  {
    "startMs": 6587280,
    "text": "framework should have felt like oh but I know where this is coming from but I"
  },
  {
    "startMs": 6588790,
    "text": "know where this is coming from but I"
  },
  {
    "startMs": 6588800,
    "text": "know where this is coming from but I know this is running as code but I know"
  },
  {
    "startMs": 6590149,
    "text": "know this is running as code but I know"
  },
  {
    "startMs": 6590159,
    "text": "know this is running as code but I know this is tested. So it should have been"
  },
  {
    "startMs": 6592229,
    "text": "this is tested. So it should have been"
  },
  {
    "startMs": 6592239,
    "text": "this is tested. So it should have been an experience to kind of like immerse"
  },
  {
    "startMs": 6594310,
    "text": "an experience to kind of like immerse"
  },
  {
    "startMs": 6594320,
    "text": "an experience to kind of like immerse into this feels trustworthy. But again"
  },
  {
    "startMs": 6597750,
    "text": "into this feels trustworthy. But again"
  },
  {
    "startMs": 6597760,
    "text": "into this feels trustworthy. But again it's one implementation we came up with."
  },
  {
    "startMs": 6600390,
    "text": "it's one implementation we came up with."
  },
  {
    "startMs": 6600400,
    "text": "it's one implementation we came up with. So not not super direct."
  },
  {
    "startMs": 6602550,
    "text": "So not not super direct."
  },
  {
    "startMs": 6602560,
    "text": "So not not super direct. Yeah. But I think the the takeaway is"
  },
  {
    "startMs": 6604950,
    "text": "Yeah. But I think the the takeaway is"
  },
  {
    "startMs": 6604960,
    "text": "Yeah. But I think the the takeaway is there won't be a single thing that will"
  },
  {
    "startMs": 6607189,
    "text": "there won't be a single thing that will"
  },
  {
    "startMs": 6607199,
    "text": "there won't be a single thing that will work to earn the user's trust at any"
  },
  {
    "startMs": 6610070,
    "text": "work to earn the user's trust at any"
  },
  {
    "startMs": 6610080,
    "text": "work to earn the user's trust at any point. So I think that's for some people"
  },
  {
    "startMs": 6612390,
    "text": "point. So I think that's for some people"
  },
  {
    "startMs": 6612400,
    "text": "point. So I think that's for some people the verification will be more important."
  },
  {
    "startMs": 6614709,
    "text": "the verification will be more important."
  },
  {
    "startMs": 6614719,
    "text": "the verification will be more important. Some others are a bit more skeptic and"
  },
  {
    "startMs": 6616470,
    "text": "Some others are a bit more skeptic and"
  },
  {
    "startMs": 6616480,
    "text": "Some others are a bit more skeptic and they want to see the actual calculations"
  },
  {
    "startMs": 6618229,
    "text": "they want to see the actual calculations"
  },
  {
    "startMs": 6618239,
    "text": "they want to see the actual calculations and numbers and so on. So I think again"
  },
  {
    "startMs": 6620470,
    "text": "and numbers and so on. So I think again"
  },
  {
    "startMs": 6620480,
    "text": "and numbers and so on. So I think again that the process guides and covers for a"
  },
  {
    "startMs": 6623590,
    "text": "that the process guides and covers for a"
  },
  {
    "startMs": 6623600,
    "text": "that the process guides and covers for a multitude of u of possible"
  },
  {
    "startMs": 6625510,
    "text": "multitude of u of possible"
  },
  {
    "startMs": 6625520,
    "text": "multitude of u of possible possibilities."
  }
]