{"version":"1.0.0","segments":[{"startTime":0.047,"endTime":2.704,"body":"Stormy is back on the"},{"startTime":0.047,"endTime":2.704,"body":"arguing Agile podcast."},{"startTime":2.709,"endTime":3.733,"body":"Stormy is back."},{"startTime":3.923,"endTime":4.266,"body":"Howdy."},{"startTime":4.266,"endTime":7.394,"body":"Howdy , and also we have Om Patel"},{"startTime":4.266,"endTime":7.394,"body":"Enterprise Agility Coach, and"},{"startTime":7.394,"endTime":9.423,"body":"also The Tsar of Tom Foolery."},{"startTime":9.452,"endTime":10.118,"body":"Tom Foolery."},{"startTime":10.423,"endTime":11.261,"body":"I love Tom Foolery."},{"startTime":11.575,"endTime":16.375,"body":"All right, so this today we're, don't talk"},{"startTime":11.575,"endTime":16.375,"body":"about whether AI has impacted your job."},{"startTime":16.718,"endTime":21.382,"body":"I think from what I'm reading, it's"},{"startTime":16.718,"endTime":21.382,"body":"not so much about has AI impacted your"},{"startTime":21.382,"endTime":24.268,"body":"job or cause job loss, but will it?"},{"startTime":24.774,"endTime":29.819,"body":"So more fear and anticipation of that"},{"startTime":24.774,"endTime":29.819,"body":"happening than it actually happened."},{"startTime":29.819,"endTime":32.819,"body":"So lots of layoffs, obviously"},{"startTime":29.819,"endTime":32.819,"body":"that have happened recently."},{"startTime":32.819,"endTime":32.876,"body":"Yeah."},{"startTime":33.161,"endTime":35.095,"body":"But having nothing to do whatsoever with."},{"startTime":36.033,"endTime":41.68,"body":"Ai, but now this kind of fear, of"},{"startTime":36.033,"endTime":41.68,"body":"what does this mean for my job?"},{"startTime":41.728,"endTime":41.928,"body":"Yeah."},{"startTime":41.928,"endTime":45.414,"body":"I mean, maybe currently we don't have"},{"startTime":41.928,"endTime":45.414,"body":"thousands of people laid off because of"},{"startTime":45.414,"endTime":48.533,"body":"AI directly, but  that, that's really"},{"startTime":45.414,"endTime":48.533,"body":"the concern that a lot of people have"},{"startTime":48.533,"endTime":50.761,"body":"is, am I gonna lose my job to ai?"},{"startTime":50.886,"endTime":54.591,"body":"is the parallel to the industrial"},{"startTime":50.886,"endTime":54.591,"body":"revolution here that like the way of"},{"startTime":54.591,"endTime":58.477,"body":"doing work is changing significantly"},{"startTime":54.591,"endTime":58.477,"body":"and therefore we're at the end of an"},{"startTime":58.477,"endTime":59.591,"body":"era in the beginning of another one."},{"startTime":59.591,"endTime":60.715,"body":"Is that, the parallel?"},{"startTime":61.058,"endTime":63.315,"body":"I believe that's exactly what's happening."},{"startTime":63.363,"endTime":68.391,"body":"So when I started thinking about this and"},{"startTime":63.363,"endTime":68.391,"body":"kind of equating, Artificial intelligence"},{"startTime":68.391,"endTime":73.191,"body":"in the manner in which potentially"},{"startTime":68.391,"endTime":73.191,"body":"it could be utilized and how that's"},{"startTime":73.191,"endTime":75.534,"body":"encroaching on our knowledge workers."},{"startTime":76.248,"endTime":80.991,"body":"So the people that currently would"},{"startTime":76.248,"endTime":80.991,"body":"be responsible for writing code,"},{"startTime":80.996,"endTime":85.301,"body":"writing tests for code were so much of"},{"startTime":80.996,"endTime":85.301,"body":"that in our current state right now."},{"startTime":85.301,"endTime":91.101,"body":"Even in the infancy that we are in,"},{"startTime":85.301,"endTime":91.101,"body":"um, you know, AIA has been around for"},{"startTime":91.101,"endTime":96.015,"body":"a while, but it's blowing up because"},{"startTime":91.101,"endTime":96.015,"body":"we are finding valid use cases for"},{"startTime":96.02,"endTime":98.844,"body":"this to be utilized in a good way"},{"startTime":99.396,"endTime":102.825,"body":"alternatively, you have things"},{"startTime":99.396,"endTime":102.825,"body":"that cannot be replaced by a human."},{"startTime":102.829,"endTime":107.139,"body":"I would say that quality to some extent,"},{"startTime":102.829,"endTime":107.139,"body":"certainly user, the user acceptance."},{"startTime":107.139,"endTime":109.825,"body":"When you put this in front"},{"startTime":107.139,"endTime":109.825,"body":"of a user, you need to have a"},{"startTime":109.829,"endTime":112.568,"body":"human be able to evaluate that."},{"startTime":112.825,"endTime":114.482,"body":"At least that would be my hypothesis."},{"startTime":114.539,"endTime":118.91,"body":"Oh, maybe, maybe, maybe there"},{"startTime":114.539,"endTime":118.91,"body":"that human's robot could evaluate"},{"startTime":118.91,"endTime":120.825,"body":"it in the future using ai."},{"startTime":120.877,"endTime":123.563,"body":"I'm thinking about like"},{"startTime":120.877,"endTime":123.563,"body":"a future u a t, right?"},{"startTime":123.563,"endTime":126.363,"body":"Or what business acceptance has to"},{"startTime":123.563,"endTime":126.363,"body":"use your acceptance test, whatever"},{"startTime":126.848,"endTime":129.648,"body":"I'm thinking of like a future one is"},{"startTime":126.848,"endTime":129.648,"body":"like, Hey, do you like this feature?"},{"startTime":129.648,"endTime":131.705,"body":"And you just hit the thumbs down"},{"startTime":129.648,"endTime":131.705,"body":"and as soon as you hit the thumbs"},{"startTime":131.705,"endTime":133.705,"body":"down, it goes back to home office."},{"startTime":133.705,"endTime":136.734,"body":"And home office starts modifying"},{"startTime":133.705,"endTime":136.734,"body":"code to get pushed out."},{"startTime":136.791,"endTime":142.391,"body":"Like all AI starts modifying code to get"},{"startTime":136.791,"endTime":142.391,"body":"pushed out based off of x number of people"},{"startTime":142.391,"endTime":144.048,"body":"have hit the thumbs down for this feature."},{"startTime":144.22,"endTime":148.448,"body":"Now I'm gonna modify this feature based on"},{"startTime":144.22,"endTime":148.448,"body":"whatever the model has been trained to do."},{"startTime":148.448,"endTime":148.449,"body":"Mm-hmm."},{"startTime":148.572,"endTime":149.305,"body":"And you know what I mean?"},{"startTime":149.31,"endTime":153.505,"body":"Your dislikes are training the model"},{"startTime":149.31,"endTime":153.505,"body":"that processes and creates the software"},{"startTime":153.677,"endTime":154.935,"body":"and spits it out and deploys it."},{"startTime":154.94,"endTime":154.953,"body":"Mm-hmm."},{"startTime":155.782,"endTime":156.62,"body":"I'm like, testing."},{"startTime":156.62,"endTime":157.077,"body":"Ooh, ooh."},{"startTime":157.077,"endTime":161.096,"body":"It's a very, very product"},{"startTime":157.077,"endTime":161.096,"body":"minded thought process there."},{"startTime":161.096,"endTime":163.229,"body":"Product I, I would say, but I"},{"startTime":161.096,"endTime":163.229,"body":"would say a QA minded QA mindset."},{"startTime":163.325,"endTime":163.534,"body":"Qa."},{"startTime":164.048,"endTime":164.563,"body":"QA as well."},{"startTime":164.62,"endTime":164.963,"body":"So qa."},{"startTime":165.22,"endTime":168.505,"body":"But what I would say is,"},{"startTime":165.22,"endTime":168.505,"body":"isn't that already being done?"},{"startTime":168.505,"endTime":170.363,"body":"Very inefficiently, yes."},{"startTime":170.505,"endTime":171.163,"body":"Thank, yeah."},{"startTime":171.167,"endTime":171.344,"body":"Okay."},{"startTime":171.553,"endTime":173.534,"body":"Yes, I would, I agree with you."},{"startTime":173.534,"endTime":178.315,"body":"It's being done extremely"},{"startTime":173.534,"endTime":178.315,"body":"dis, like dis efficiently, uh,"},{"startTime":178.315,"endTime":179.61,"body":"inefficiently, not inefficiently."},{"startTime":179.61,"endTime":181.363,"body":"That's not a, that's not even a word."},{"startTime":181.534,"endTime":184.163,"body":"I'm making up terms AI can't stop me."},{"startTime":184.163,"endTime":184.164,"body":"Yeah."},{"startTime":184.448,"endTime":187.848,"body":"I think in general, abstracting"},{"startTime":184.448,"endTime":187.848,"body":"that, you know, AI's gonna"},{"startTime":187.848,"endTime":189.477,"body":"do things quicker, faster."},{"startTime":190.429,"endTime":193.401,"body":"Because currently what happens"},{"startTime":190.429,"endTime":193.401,"body":"is using just that example"},{"startTime":193.401,"endTime":195.544,"body":"of testing it's perspectives."},{"startTime":195.715,"endTime":195.915,"body":"Yeah."},{"startTime":195.915,"endTime":198.144,"body":"A tester might say, good,"},{"startTime":195.915,"endTime":198.144,"body":"enough's good enough."},{"startTime":198.429,"endTime":203.029,"body":"Another tester might say, Hey, now it"},{"startTime":198.429,"endTime":203.029,"body":"doesn't meet exactly what I'm looking for."},{"startTime":203.82,"endTime":205.534,"body":"so there's different perspectives, right?"},{"startTime":206.105,"endTime":211.02,"body":"AI may be programmed for the lowest"},{"startTime":206.105,"endTime":211.02,"body":"common denominator, depending on what"},{"startTime":211.02,"endTime":213.277,"body":"your objective is to get things out there."},{"startTime":213.677,"endTime":215.763,"body":"Good, enough's, good"},{"startTime":213.677,"endTime":215.763,"body":"enough, or no, it isn't."},{"startTime":215.82,"endTime":219.248,"body":"It needs to be a hundred percent and"},{"startTime":215.82,"endTime":219.248,"body":"it's probably not gonna be one over the"},{"startTime":219.248,"endTime":222.248,"body":"other because it's context again, right?"},{"startTime":222.248,"endTime":222.258,"body":"Mm-hmm."},{"startTime":222.325,"endTime":226.829,"body":"So where you have, situations"},{"startTime":222.325,"endTime":226.829,"body":"where it can impact lives mm-hmm."},{"startTime":227.372,"endTime":228.715,"body":"You don't want good enough, good enough."},{"startTime":228.715,"endTime":232.534,"body":"You want absolutes probably, because"},{"startTime":228.715,"endTime":232.534,"body":"even one life loss is too much."},{"startTime":232.658,"endTime":235.658,"body":"I feel we didn't, we didn't"},{"startTime":232.658,"endTime":235.658,"body":"give the industrial Revolution"},{"startTime":235.658,"endTime":236.744,"body":"a fair shake because Right."},{"startTime":236.748,"endTime":239.858,"body":"The industrial revolution wasn't really"},{"startTime":236.748,"endTime":239.858,"body":"about putting people out of jobs."},{"startTime":239.925,"endTime":244.806,"body":"The industrial Revolution was about taking"},{"startTime":239.925,"endTime":244.806,"body":"an, agrarian culture and moving them to an"},{"startTime":244.811,"endTime":248.568,"body":"industrial culture where a lot of people"},{"startTime":244.811,"endTime":248.568,"body":"worked in fields and families had to have"},{"startTime":248.568,"endTime":251.235,"body":"a lot of kids cuz that was the free labor"},{"startTime":248.568,"endTime":251.235,"body":"to work in the fields and stuff like that."},{"startTime":251.397,"endTime":254.568,"body":"And now people are sending their kids"},{"startTime":251.397,"endTime":254.568,"body":"into the cities to work in, industry and"},{"startTime":254.568,"endTime":255.825,"body":"work in factories and stuff like that."},{"startTime":255.825,"endTime":255.911,"body":"Mm-hmm."},{"startTime":256.14,"endTime":258.502,"body":"And it was  it was a transformative time."},{"startTime":258.506,"endTime":259.787,"body":"Transformative, is that a real word?"},{"startTime":259.792,"endTime":260.359,"body":"Transformative."},{"startTime":260.359,"endTime":261.587,"body":"Transformative, yeah."},{"startTime":261.587,"endTime":262.587,"body":"That's, that's a better word."},{"startTime":263.073,"endTime":265.644,"body":"I kind of wanted to touch on those,"},{"startTime":263.073,"endTime":265.644,"body":"but I, I just don't, I don't see how"},{"startTime":265.644,"endTime":269.273,"body":"we're gonna shove all this into the"},{"startTime":265.644,"endTime":269.273,"body":"podcast on the, like, at the intro"},{"startTime":269.278,"endTime":271.073,"body":"especially where people are like, oh God."},{"startTime":271.073,"endTime":275.187,"body":"So socioeconomic implications of"},{"startTime":271.073,"endTime":275.187,"body":"becoming an industrialized nation."},{"startTime":275.235,"endTime":275.378,"body":"Yeah."},{"startTime":275.378,"endTime":276.606,"body":"It's a little too heavyweight per, yeah."},{"startTime":276.606,"endTime":277.121,"body":"It is a bit heavy"},{"startTime":277.121,"endTime":278.235,"body":"so I'm trying to align here."},{"startTime":278.235,"endTime":280.902,"body":"So with AI and the Industrial Revolution."},{"startTime":280.902,"endTime":283.53,"body":"The Industrial Revolution,"},{"startTime":280.902,"endTime":283.53,"body":"which kind of pulled a human"},{"startTime":283.535,"endTime":284.987,"body":"workforce into these factories."},{"startTime":285.854,"endTime":288.111,"body":"At the same time there was actually."},{"startTime":288.978,"endTime":290.578,"body":"there was a couple of"},{"startTime":288.978,"endTime":290.578,"body":"things that followed."},{"startTime":290.578,"endTime":295.921,"body":"And that was building machines that then"},{"startTime":290.578,"endTime":295.921,"body":"replaced the humans in the factories,"},{"startTime":295.921,"endTime":301.292,"body":"along with machines ultimately, that"},{"startTime":295.921,"endTime":301.292,"body":"would go back and replace the humans"},{"startTime":301.297,"endTime":302.816,"body":"from an agricultural perspective."},{"startTime":303.664,"endTime":309.33,"body":"So we have less, less need for humans in"},{"startTime":303.664,"endTime":309.33,"body":"the agricultural sector,  so there was"},{"startTime":309.33,"endTime":312.911,"body":"this, very gradual transition, right?"},{"startTime":312.916,"endTime":316.797,"body":"So something really sudden that,"},{"startTime":312.916,"endTime":316.797,"body":"that, that happened and then a gradual"},{"startTime":316.797,"endTime":319.397,"body":"transition and adaptation to that."},{"startTime":320.34,"endTime":324.111,"body":"And that's kind of, I see where, where"},{"startTime":320.34,"endTime":324.111,"body":"we are now, we're not really sure"},{"startTime":324.111,"endTime":325.74,"body":"where this ultimately is gonna go."},{"startTime":325.74,"endTime":326.968,"body":"There's a lot of fear."},{"startTime":327.454,"endTime":333.225,"body":"I hypothesize that this is"},{"startTime":327.454,"endTime":333.225,"body":"going to disrupt our lives as we"},{"startTime":333.225,"endTime":335.511,"body":"know it for many years to come."},{"startTime":335.511,"endTime":338.197,"body":"We're going to be adapting"},{"startTime":335.511,"endTime":338.197,"body":"and adopting to this."},{"startTime":338.244,"endTime":339.559,"body":"I have the opposite opinion."},{"startTime":339.644,"endTime":342.654,"body":"I think, humanity is in"},{"startTime":339.644,"endTime":342.654,"body":"the information age now."},{"startTime":342.74,"endTime":342.825,"body":"Mm-hmm."},{"startTime":343.14,"endTime":345.625,"body":"And I don't think this breaks"},{"startTime":343.14,"endTime":345.625,"body":"us out of the information age."},{"startTime":345.625,"endTime":345.711,"body":"Mm-hmm."},{"startTime":345.731,"endTime":348.96,"body":"I don't think the disruption is"},{"startTime":345.731,"endTime":348.96,"body":"like the marker of the end of any"},{"startTime":348.96,"endTime":353.365,"body":"era in particular, I'm willing"},{"startTime":348.96,"endTime":353.365,"body":"to be wrong 10 years from now on"},{"startTime":353.365,"endTime":356.265,"body":"YouTube,  I don't think that we're"},{"startTime":353.365,"endTime":356.265,"body":"gonna break outta the information age."},{"startTime":356.893,"endTime":358.779,"body":"I think the next there"},{"startTime":356.893,"endTime":358.779,"body":"I'm some distance away."},{"startTime":358.784,"endTime":359.35,"body":"We're expanding."},{"startTime":359.569,"endTime":363.29,"body":"You don't see this as a, the"},{"startTime":359.569,"endTime":363.29,"body":"foundation of a huge paradigm shift."},{"startTime":363.295,"endTime":363.919,"body":"No, no, no."},{"startTime":364.147,"endTime":365.004,"body":"See, I kind of do."},{"startTime":365.147,"endTime":365.347,"body":"That's good."},{"startTime":365.347,"endTime":373.938,"body":"And I, and I see this, in my mind, not"},{"startTime":365.347,"endTime":373.938,"body":"the AI itself being the big shift, but"},{"startTime":373.995,"endTime":377.442,"body":"being the, the catalyst for that shift."},{"startTime":377.48,"endTime":377.795,"body":"Right."},{"startTime":378.195,"endTime":378.509,"body":"Okay."},{"startTime":378.738,"endTime":380.252,"body":"Uh, no, that, that's, that's good."},{"startTime":380.252,"endTime":382.414,"body":"I'm, I'm glad that we have"},{"startTime":380.252,"endTime":382.414,"body":"differing opinions because,"},{"startTime":382.419,"endTime":383.595,"body":"because we're doing agile."},{"startTime":383.642,"endTime":386.985,"body":"Let's talk about disruption, market"},{"startTime":383.642,"endTime":386.985,"body":"disruption now, and when you were talking,"},{"startTime":386.985,"endTime":391.355,"body":"I, like, I couldn't stop to think about"},{"startTime":386.985,"endTime":391.355,"body":"an example of, well, if we had microphones"},{"startTime":391.784,"endTime":397.641,"body":"every time a doctor talk to a patient in"},{"startTime":391.784,"endTime":397.641,"body":"a professional medical setting if, if they"},{"startTime":397.641,"endTime":402.117,"body":"were micd up And we fed all that dictation"},{"startTime":397.641,"endTime":402.117,"body":"back to the model so it can be trained."},{"startTime":402.269,"endTime":404.269,"body":"I mean, obviously labeling"},{"startTime":402.269,"endTime":404.269,"body":"would still have to happen."},{"startTime":404.422,"endTime":407.507,"body":"You'd have to feed it back the medical"},{"startTime":404.422,"endTime":407.507,"body":"records after the fact to find out if the"},{"startTime":407.507,"endTime":409.45,"body":"diagnosis was right or wrong or whatever."},{"startTime":409.565,"endTime":411.907,"body":"But if you're feeding the"},{"startTime":409.565,"endTime":411.907,"body":"conversations that are happening"},{"startTime":411.965,"endTime":415.479,"body":"and the diagnosis is after the"},{"startTime":411.965,"endTime":415.479,"body":"fact, diagnosis is the diagnosis."},{"startTime":415.622,"endTime":417.793,"body":"Diagnoses, diagnoses, diagnoses, yeah."},{"startTime":417.793,"endTime":419.574,"body":"After the fact, to the model."},{"startTime":419.603,"endTime":420.717,"body":"And the model can learn from it."},{"startTime":420.717,"endTime":426.803,"body":"So if you're willing to expose it"},{"startTime":420.717,"endTime":426.803,"body":"to, to enough input, records before,"},{"startTime":426.807,"endTime":431.06,"body":"after type of stuff, the model will"},{"startTime":426.807,"endTime":431.06,"body":"eventually learn basically to be a doctor."},{"startTime":431.212,"endTime":431.898,"body":"Uh, I disagree."},{"startTime":432.469,"endTime":432.984,"body":"Okay."},{"startTime":432.988,"endTime":434.327,"body":"But that's, lemme tell you why."},{"startTime":434.327,"endTime":435.527,"body":"That's the point of the model though."},{"startTime":435.584,"endTime":435.946,"body":"No, , no."},{"startTime":435.946,"endTime":439.146,"body":"But what you described is already in"},{"startTime":435.946,"endTime":439.146,"body":"play and has been for a long time."},{"startTime":439.146,"endTime":439.174,"body":"Okay."},{"startTime":439.174,"endTime":444.022,"body":"It all, I feel like you've had,"},{"startTime":439.174,"endTime":444.022,"body":"you've teed me up so, um, so just,"},{"startTime":444.022,"endTime":445.241,"body":"are you arguing against AI now?"},{"startTime":445.241,"endTime":446.698,"body":"Is that what you No, no, no, I'm not."},{"startTime":446.703,"endTime":449.155,"body":"But I mean, so to replace"},{"startTime":446.703,"endTime":449.155,"body":"a doctor or a nurse."},{"startTime":449.16,"endTime":450.612,"body":"So I think there's a difference."},{"startTime":450.641,"endTime":455.127,"body":"Um, uh, and maybe, maybe it's not as"},{"startTime":450.641,"endTime":455.127,"body":"simple as, as simplistic as qualitative"},{"startTime":455.127,"endTime":458.184,"body":"and quantitative, but that, that"},{"startTime":455.127,"endTime":458.184,"body":"would be a good, a good dividing line."},{"startTime":458.184,"endTime":461.517,"body":"Right, so, just to think about"},{"startTime":458.184,"endTime":461.517,"body":"this, but your large language models"},{"startTime":462.155,"endTime":465.384,"body":"didn't happen when ChatGPT released."},{"startTime":465.412,"endTime":468.041,"body":"Its, its l l m in November."},{"startTime":468.069,"endTime":471.269,"body":"That's, you know, these have been"},{"startTime":468.069,"endTime":471.269,"body":"being built for a very long time."},{"startTime":471.555,"endTime":475.384,"body":"And exactly the way that you just"},{"startTime":471.555,"endTime":475.384,"body":"described from a medical perspective,"},{"startTime":475.927,"endTime":477.403,"body":"Nuance has been working on this."},{"startTime":478.069,"endTime":480.669,"body":"For, a very long time, and"},{"startTime":478.069,"endTime":480.669,"body":"I'll give you some examples."},{"startTime":480.669,"endTime":486.669,"body":"So for instance, when you think about how"},{"startTime":480.669,"endTime":486.669,"body":"a doctor or anyone in medicine speaks,"},{"startTime":486.698,"endTime":488.155,"body":"it's a, it's a different language."},{"startTime":488.155,"endTime":490.298,"body":"Like coding is a different"},{"startTime":488.155,"endTime":490.298,"body":"lang, you know, different code."},{"startTime":490.527,"endTime":490.784,"body":"Yeah."},{"startTime":490.812,"endTime":492.584,"body":"It's a different language, right?"},{"startTime":492.669,"endTime":495.898,"body":"Some they can't, when they speak to"},{"startTime":492.669,"endTime":495.898,"body":"someone else and they're speaking"},{"startTime":495.898,"endTime":501.365,"body":"in their medical code, but Dragon,"},{"startTime":495.898,"endTime":501.365,"body":"Nuance's application was able to utilize"},{"startTime":501.365,"endTime":508.498,"body":"that and gather that data from many,"},{"startTime":501.365,"endTime":508.498,"body":"many, many, many different voices."},{"startTime":509.269,"endTime":514.955,"body":"And then separate it out because"},{"startTime":509.269,"endTime":514.955,"body":"not only does a medical vocabulary"},{"startTime":514.955,"endTime":519.665,"body":"differ, but different genres of"},{"startTime":514.955,"endTime":519.665,"body":"medicine within medicine also have"},{"startTime":519.665,"endTime":521.579,"body":"completely different languages."},{"startTime":521.579,"endTime":525.093,"body":"A cardiologist language is very"},{"startTime":521.579,"endTime":525.093,"body":"different from a gastroenterologist"},{"startTime":525.093,"endTime":527.922,"body":"is very different from a"},{"startTime":525.093,"endTime":527.922,"body":"gynecologist, so on and so forth."},{"startTime":528.103,"endTime":530.703,"body":"Now we start capturing slices of these."},{"startTime":530.76,"endTime":530.846,"body":"Mm-hmm."},{"startTime":531.074,"endTime":535.446,"body":"And going like, okay, if you're a"},{"startTime":531.074,"endTime":535.446,"body":"gynecologist or if you're a cardiologist,"},{"startTime":535.446,"endTime":538.617,"body":"these are the words that you're gonna be"},{"startTime":535.446,"endTime":538.617,"body":"speaking in context with something else."},{"startTime":538.76,"endTime":539.036,"body":"Okay."},{"startTime":539.446,"endTime":541.617,"body":"So now we can start making assumptions."},{"startTime":541.617,"endTime":541.903,"body":"Right."},{"startTime":542.017,"endTime":544.731,"body":"So I'm, I'm, I'm kind of explaining all"},{"startTime":542.017,"endTime":544.731,"body":"this because it's something that I've"},{"startTime":544.731,"endTime":546.703,"body":"been working on for a lot of my career."},{"startTime":546.75,"endTime":549.865,"body":"Now we apply this to what you were saying."},{"startTime":549.865,"endTime":551.636,"body":"We, we could just replace"},{"startTime":549.865,"endTime":551.636,"body":"doctors and nurses."},{"startTime":551.693,"endTime":553.007,"body":"No, we can't."},{"startTime":553.15,"endTime":558.55,"body":"What we can do is alleviate an"},{"startTime":553.15,"endTime":558.55,"body":"enormous burden on them in regards"},{"startTime":558.555,"endTime":562.684,"body":"to all of the documentation and"},{"startTime":558.555,"endTime":562.684,"body":"the regulatory requirements and"},{"startTime":562.684,"endTime":569.046,"body":"the coding that they need to do and"},{"startTime":562.684,"endTime":569.046,"body":"allow an AI to manipulate that data."},{"startTime":569.274,"endTime":573.617,"body":"A doctor needs to be able to hear,"},{"startTime":569.274,"endTime":573.617,"body":"examine a, a computer isn't going to"},{"startTime":573.617,"endTime":575.865,"body":"be able to do a physical examination."},{"startTime":575.95,"endTime":576.284,"body":"Right."},{"startTime":577.331,"endTime":581.903,"body":"From my perspective, you can use an"},{"startTime":577.331,"endTime":581.903,"body":"AI to take data that's been gathered"},{"startTime":581.903,"endTime":586.617,"body":"by a human, a physician in this case"},{"startTime":581.903,"endTime":586.617,"body":"that does a physical examination,"},{"startTime":586.617,"endTime":587.903,"body":"because that needs to be done."},{"startTime":587.931,"endTime":589.588,"body":"We're talking about a woman having a baby."},{"startTime":589.931,"endTime":593.788,"body":"If physical examination needs to be"},{"startTime":589.931,"endTime":593.788,"body":"done, there's additional data points"},{"startTime":593.788,"endTime":598.555,"body":"potentially from like imaging studies"},{"startTime":593.788,"endTime":598.555,"body":"or maybe, you know, or laboratory"},{"startTime":598.555,"endTime":600.879,"body":"results and, and, and, and different."},{"startTime":601.188,"endTime":603.16,"body":"You know, kind of, uh,"},{"startTime":601.188,"endTime":603.16,"body":"bodily measurements."},{"startTime":603.16,"endTime":603.161,"body":"Mm-hmm."},{"startTime":603.207,"endTime":603.931,"body":"Those kind of things."},{"startTime":603.931,"endTime":608.76,"body":"Those could be digitized as well"},{"startTime":603.931,"endTime":608.76,"body":"and in input into the consideration"},{"startTime":608.76,"endTime":613.284,"body":"of an ai, and also certainly mapped"},{"startTime":608.76,"endTime":613.284,"body":"to, to create the codes that we need"},{"startTime":613.288,"endTime":614.712,"body":"for billing and so on and so forth."},{"startTime":614.717,"endTime":620.884,"body":"So all of those things that are just so"},{"startTime":614.717,"endTime":620.884,"body":"burdensome from a regulatory perspective"},{"startTime":620.888,"endTime":623.455,"body":"for the providers to alleviate them."},{"startTime":623.655,"endTime":629.027,"body":"But you can't ever have, , I can't say"},{"startTime":623.655,"endTime":629.027,"body":"I ever, I don't want talk in absolutes,"},{"startTime":629.031,"endTime":633.792,"body":"but at this point or no point , in the"},{"startTime":629.031,"endTime":633.792,"body":"near future, are we going to  have a way"},{"startTime":633.992,"endTime":638.535,"body":"for, a computer to do, to do Leopold's"},{"startTime":633.992,"endTime":638.535,"body":"maneuvers where we can actually start"},{"startTime":638.535,"endTime":646.121,"body":"actually feeling a fetus inside of a"},{"startTime":638.535,"endTime":646.121,"body":"mother that has to be done with physical"},{"startTime":646.121,"endTime":648.754,"body":"hands by someone who knows how to do it."},{"startTime":648.811,"endTime":654.1,"body":"And then they need to  get that"},{"startTime":648.811,"endTime":654.1,"body":"information along with all, all this"},{"startTime":654.1,"endTime":656.243,"body":"other potentially digitized information."},{"startTime":656.248,"endTime":658.958,"body":"For instance, maybe an"},{"startTime":656.248,"endTime":658.958,"body":"ultrasound and some other things."},{"startTime":659.243,"endTime":663.986,"body":"All of that thing can come together"},{"startTime":659.243,"endTime":663.986,"body":"and now an AI could potentially make"},{"startTime":663.991,"endTime":668.855,"body":"some, some diagnoses, observations,"},{"startTime":663.991,"endTime":668.855,"body":"things like that, but you realize like"},{"startTime":668.86,"endTime":671.284,"body":"at the same time or an examination,"},{"startTime":668.86,"endTime":671.284,"body":"but at the same time you're having"},{"startTime":671.284,"endTime":672.572,"body":"this, this, this discussion with me."},{"startTime":672.884,"endTime":675.37,"body":"I was gonna say this, this spirited"},{"startTime":672.884,"endTime":675.37,"body":"disagreement, it's not really, we"},{"startTime":675.37,"endTime":678.233,"body":"haven't really, really disagreed"},{"startTime":675.37,"endTime":678.233,"body":"yet cuz, machines can't do that job."},{"startTime":678.404,"endTime":678.633,"body":"Right?"},{"startTime":678.633,"endTime":679.947,"body":"Like, you just can't flat out can't."},{"startTime":680.414,"endTime":684.009,"body":"if, if we're gonna take it back to the,"},{"startTime":680.414,"endTime":684.009,"body":"to, to, to our, our little swim lane."},{"startTime":684.219,"endTime":686.247,"body":"Let's talk about team coaching."},{"startTime":686.447,"endTime":691.104,"body":"I don't, I don't know how deep you can"},{"startTime":686.447,"endTime":691.104,"body":"disrupt the market of team coaching."},{"startTime":691.476,"endTime":694.59,"body":"Like, can you get an AI to tell"},{"startTime":691.476,"endTime":694.59,"body":"you like, Hey, yeah, probably your"},{"startTime":694.59,"endTime":695.933,"body":"team's probably getting too big."},{"startTime":696.019,"endTime":696.533,"body":"Like, can, what?"},{"startTime":696.533,"endTime":698.219,"body":"Can like Google meet automatically?"},{"startTime":698.219,"endTime":702.19,"body":"Just start reading your meetings and"},{"startTime":698.219,"endTime":702.19,"body":"listening to all your meeting back and"},{"startTime":702.19,"endTime":705.19,"body":"forth in your meetings and start saying"},{"startTime":702.19,"endTime":705.19,"body":"like, you probably should split this team."},{"startTime":705.819,"endTime":707.933,"body":"They seem to be working on"},{"startTime":705.819,"endTime":707.933,"body":"different, like, is that the"},{"startTime":707.933,"endTime":709.333,"body":"level of AI we're talking about?"},{"startTime":709.69,"endTime":712.604,"body":"Uh, not in the near future, I"},{"startTime":709.69,"endTime":712.604,"body":"don't think, because again, what's"},{"startTime":712.604,"endTime":714.262,"body":"underlying all this is context."},{"startTime":714.433,"endTime":717.747,"body":"I think it goes all the way back to"},{"startTime":714.433,"endTime":717.747,"body":"the, the medical example too, right?"},{"startTime":718.119,"endTime":721.09,"body":"Data and a pool of"},{"startTime":718.119,"endTime":721.09,"body":"historical data is one thing."},{"startTime":721.243,"endTime":724.366,"body":"Taking that and then making"},{"startTime":721.243,"endTime":724.366,"body":"inferences is another right."},{"startTime":724.814,"endTime":728.157,"body":"But you need a human being to interpret"},{"startTime":724.814,"endTime":728.157,"body":"stuff because there's that depth."},{"startTime":728.471,"endTime":733.366,"body":"So you don't always say, given these,"},{"startTime":728.471,"endTime":733.366,"body":"comorbidities for this patient given, you"},{"startTime":733.371,"endTime":738.223,"body":"know, given their ailment currently this"},{"startTime":733.371,"endTime":738.223,"body":"is the recommended diagnosis, this is the"},{"startTime":738.223,"endTime":740.109,"body":"recommended prescription to go forward."},{"startTime":740.114,"endTime":743.1,"body":"Because there's other things at"},{"startTime":740.114,"endTime":743.1,"body":"play, which a trained medical"},{"startTime":743.1,"endTime":745.309,"body":"professional needs to interpret?"},{"startTime":745.309,"endTime":745.523,"body":"Mm-hmm."},{"startTime":745.943,"endTime":748.704,"body":"I don't think you're gonna replace"},{"startTime":745.943,"endTime":748.704,"body":"that anytime soon, which is where"},{"startTime":748.709,"endTime":750.59,"body":"the disruption lies, in my opinion."},{"startTime":750.59,"endTime":751.933,"body":"So there's no disruption really."},{"startTime":751.938,"endTime":752.019,"body":"Mm-hmm."},{"startTime":752.276,"endTime":756.266,"body":"What's happening in that example is,"},{"startTime":752.276,"endTime":756.266,"body":"The doctors, medical workers, I'd say"},{"startTime":756.266,"endTime":760.181,"body":"generally the broad broaden the category"},{"startTime":756.266,"endTime":760.181,"body":"they are getting the information"},{"startTime":760.181,"endTime":763.695,"body":"they need and the analysis of that"},{"startTime":760.181,"endTime":763.695,"body":"information they need much faster."},{"startTime":763.981,"endTime":764.609,"body":"Yes, that's it."},{"startTime":764.666,"endTime":766.552,"body":"That's the extent of the disruption."},{"startTime":766.552,"endTime":767.695,"body":"There's really no disruption here."},{"startTime":768.204,"endTime":769.547,"body":"And it's happening currently."},{"startTime":769.547,"endTime":772.776,"body":"This isn't so and has"},{"startTime":769.547,"endTime":772.776,"body":"been for a long time."},{"startTime":773.119,"endTime":778.504,"body":"So your clinical documentation, basically"},{"startTime":773.119,"endTime":778.504,"body":"they have been able to already for"},{"startTime":778.504,"endTime":783.819,"body":"many years now have, or since certainly"},{"startTime":778.504,"endTime":783.819,"body":"we've, we've adopted electronic health"},{"startTime":783.819,"endTime":789.59,"body":"records, being able to take those"},{"startTime":783.819,"endTime":789.59,"body":"data points and make suggestions as"},{"startTime":789.59,"endTime":796.485,"body":"to, diagnoses, medications, alerts"},{"startTime":789.59,"endTime":796.485,"body":"alerts for things that's nothing new."},{"startTime":796.743,"endTime":803.752,"body":"But it, it, it always then came down to"},{"startTime":796.743,"endTime":803.752,"body":"the physician provider's, expertise in"},{"startTime":804.152,"endTime":808.295,"body":"discretion as to whether they understood"},{"startTime":804.152,"endTime":808.295,"body":"or, or, or, or how they should move"},{"startTime":808.3,"endTime":809.809,"body":"forward on those recommendations."},{"startTime":810.323,"endTime":812.352,"body":"And many times as a"},{"startTime":810.323,"endTime":812.352,"body":"check, check, check, yes."},{"startTime":812.357,"endTime":812.476,"body":"Awesome."},{"startTime":812.581,"endTime":812.857,"body":"Okay."},{"startTime":813.171,"endTime":816.266,"body":"Check box, check, all"},{"startTime":813.171,"endTime":816.266,"body":"implement orders are done."},{"startTime":816.552,"endTime":820.352,"body":"You know, CPTQs are done, DRGs"},{"startTime":816.552,"endTime":820.352,"body":"done all my billings coded."},{"startTime":820.352,"endTime":821.295,"body":"Cool, cool, cool."},{"startTime":821.523,"endTime":824.409,"body":"And other times it's like,"},{"startTime":821.523,"endTime":824.409,"body":"yeah, yeah, no, just whatever."},{"startTime":824.409,"endTime":825.781,"body":"This doesn't apply to this patient."},{"startTime":825.828,"endTime":832.743,"body":"So again, that's all data based, that's"},{"startTime":825.828,"endTime":832.743,"body":"all electronic data based, that is being"},{"startTime":832.747,"endTime":841.285,"body":"fed to, to a human that evaluates that in"},{"startTime":832.747,"endTime":841.285,"body":"the context to your point of another human"},{"startTime":841.457,"endTime":843.743,"body":"to determine if that's appropriate or not."},{"startTime":844.514,"endTime":848.79,"body":"But when we're talking about"},{"startTime":844.514,"endTime":848.79,"body":"creating those data points mm-hmm."},{"startTime":849.019,"endTime":851.79,"body":"Human to human, that must happen."},{"startTime":851.847,"endTime":853.19,"body":"Human to human."},{"startTime":853.19,"endTime":853.333,"body":"Yeah."},{"startTime":853.333,"endTime":857.79,"body":"But that's the, to the, to the"},{"startTime":853.333,"endTime":857.79,"body":"model that that is just labeling."},{"startTime":858.0,"endTime":858.743,"body":"That's just labeling."},{"startTime":858.743,"endTime":859.162,"body":"It is labeling."},{"startTime":859.209,"endTime":863.352,"body":"The, the model is just the AI assist"},{"startTime":859.209,"endTime":863.352,"body":"looking over your shoulder until you've"},{"startTime":863.357,"endTime":868.066,"body":"done enough and it's studying you"},{"startTime":863.357,"endTime":868.066,"body":"when you're manually labeling things"},{"startTime":868.285,"endTime":869.771,"body":"God, how did I get on the side of ai?"},{"startTime":869.895,"endTime":870.952,"body":"Each patient is unique."},{"startTime":870.952,"endTime":875.781,"body":"Yes, but like, also like every question"},{"startTime":870.952,"endTime":875.781,"body":"that you throw into ChatGPT is unique,"},{"startTime":875.895,"endTime":879.7,"body":"but it's dealt with so many questions"},{"startTime":875.895,"endTime":879.7,"body":"cuz it's, it's been over the shoulder"},{"startTime":879.7,"endTime":882.871,"body":"of a human labeling for so long and"},{"startTime":879.7,"endTime":882.871,"body":"it's learned how to respond to them."},{"startTime":883.043,"endTime":883.328,"body":"Now."},{"startTime":883.333,"endTime":884.271,"body":"It knows how to respond."},{"startTime":884.271,"endTime":885.385,"body":"It doesn't know how to respond to them."},{"startTime":885.385,"endTime":888.928,"body":"Cuz it can't, like, it can't tell me"},{"startTime":885.385,"endTime":888.928,"body":"not to be the, the czar of sassiness"},{"startTime":888.928,"endTime":890.657,"body":"or whatever the asked it to do."},{"startTime":890.905,"endTime":892.372,"body":"The maharaja of magnificence."},{"startTime":892.543,"endTime":895.0,"body":"The maharaja of magnificence,"},{"startTime":892.543,"endTime":895.0,"body":"that's what it was."},{"startTime":895.134,"endTime":897.153,"body":"Uh, but I will assume the car Indy!"},{"startTime":897.4,"endTime":902.457,"body":"um, to your point though, so if that's"},{"startTime":897.4,"endTime":902.457,"body":"how it learns, so, but if it, so at some"},{"startTime":902.457,"endTime":908.472,"body":"point there may be a crescendo, where we"},{"startTime":902.457,"endTime":908.472,"body":"actually get to the point where an AI is"},{"startTime":908.529,"endTime":915.843,"body":"able to, based on the input of a specific"},{"startTime":908.529,"endTime":915.843,"body":"individual and the context of the patient"},{"startTime":915.843,"endTime":917.586,"body":"and patient types that they work with."},{"startTime":917.872,"endTime":917.957,"body":"Sure."},{"startTime":918.015,"endTime":921.681,"body":"And that's where we would have like"},{"startTime":918.015,"endTime":921.681,"body":"real-time learning, real-time input."},{"startTime":921.9,"endTime":922.177,"body":"Sure."},{"startTime":922.529,"endTime":928.786,"body":"so it's constantly learning not just from"},{"startTime":922.529,"endTime":928.786,"body":"the internet and other practitioners,"},{"startTime":928.786,"endTime":933.357,"body":"but from this specific practitioner and"},{"startTime":928.786,"endTime":933.357,"body":"their specific cohort, cohort of patients."},{"startTime":933.357,"endTime":933.359,"body":"Sure, sure."},{"startTime":933.529,"endTime":938.586,"body":"And at some point there may be this,"},{"startTime":933.529,"endTime":938.586,"body":"be this crescendo where they, where"},{"startTime":938.586,"endTime":946.081,"body":"an AI actually becomes more accurate"},{"startTime":938.586,"endTime":946.081,"body":"in diagnosing and more efficient and"},{"startTime":946.253,"endTime":948.453,"body":"with less errors than the actual human."},{"startTime":948.457,"endTime":949.624,"body":"I would say that's possible."},{"startTime":949.624,"endTime":950.91,"body":"Nowhere on the near horizon."},{"startTime":951.196,"endTime":952.653,"body":"But yes, I would say that's possible."},{"startTime":952.657,"endTime":956.957,"body":"I mean, that, that would be the beneficial"},{"startTime":952.657,"endTime":956.957,"body":"place for it to get to is like, I would"},{"startTime":956.957,"endTime":961.262,"body":"like if my doctor had access to  whatever"},{"startTime":956.957,"endTime":961.262,"body":"my phone tracks about my health, like"},{"startTime":961.267,"endTime":963.405,"body":"whatever, whatever Google keeps on file."},{"startTime":963.577,"endTime":966.434,"body":"Like, okay, my doctor has"},{"startTime":963.577,"endTime":966.434,"body":"realtime access to that now."},{"startTime":966.438,"endTime":969.148,"body":"Like if I wear like a smartwatch or"},{"startTime":966.438,"endTime":969.148,"body":"whatever, like my doctor has real time"},{"startTime":969.148,"endTime":973.119,"body":"access to like my stats from that now,"},{"startTime":969.148,"endTime":973.119,"body":"like, I'm o I'm a hundred percent okay"},{"startTime":973.119,"endTime":976.177,"body":"with that and it feeds their system, which"},{"startTime":973.119,"endTime":976.177,"body":"tells them, you probably should tell your"},{"startTime":976.177,"endTime":977.519,"body":"pa like your patient is doing whatever."},{"startTime":977.519,"endTime":980.348,"body":"Your patient's not like, not"},{"startTime":977.519,"endTime":980.348,"body":"sleeping well, not doing whatever."},{"startTime":980.462,"endTime":982.748,"body":"You probably should check in,"},{"startTime":980.462,"endTime":982.748,"body":"and then I get a personalized"},{"startTime":982.748,"endTime":983.634,"body":"check-in from my doctor."},{"startTime":983.719,"endTime":988.805,"body":"Like that's, that's, that's, that is"},{"startTime":983.719,"endTime":988.805,"body":"enabling better quality of service."},{"startTime":988.81,"endTime":988.891,"body":"Yes."},{"startTime":989.234,"endTime":989.577,"body":"That's already there."},{"startTime":989.71,"endTime":992.005,"body":"The adjunct, that's not"},{"startTime":989.71,"endTime":992.005,"body":"what I'm talking about."},{"startTime":992.005,"endTime":992.319,"body":"I know."},{"startTime":992.338,"endTime":994.224,"body":"I'm not going there, but"},{"startTime":992.338,"endTime":994.224,"body":"that's where we're at now."},{"startTime":994.405,"endTime":996.777,"body":"I'm going, I'm going with a flyby"},{"startTime":994.405,"endTime":996.777,"body":"net, like I'm, I'm going now."},{"startTime":996.781,"endTime":1000.805,"body":"That's where we're at, the South"},{"startTime":996.781,"endTime":1000.805,"body":"Florida Pill Mill version of doctors."},{"startTime":1001.091,"endTime":1005.834,"body":"Enabled by ais, we're gonna put your,"},{"startTime":1001.091,"endTime":1005.834,"body":"your, your family practitioner out"},{"startTime":1005.834,"endTime":1010.119,"body":"of business by phoning it in with"},{"startTime":1005.834,"endTime":1010.119,"body":"this model that's trained on so much"},{"startTime":1010.119,"endTime":1013.862,"body":"or whatever that it, it can, like"},{"startTime":1010.119,"endTime":1013.862,"body":"98% of the time it gets it right."},{"startTime":1013.957,"endTime":1017.738,"body":"But the, it's the quality of the"},{"startTime":1013.957,"endTime":1017.738,"body":"information that's being provided."},{"startTime":1018.186,"endTime":1018.615,"body":"Right."},{"startTime":1018.615,"endTime":1022.186,"body":"So WebMD is BS because."},{"startTime":1022.529,"endTime":1027.538,"body":"But the people who are feeding"},{"startTime":1022.529,"endTime":1027.538,"body":"it information are unqualified"},{"startTime":1027.596,"endTime":1030.024,"body":"and biased and Right."},{"startTime":1030.024,"endTime":1031.386,"body":"So it's like Wikipedia basically."},{"startTime":1031.767,"endTime":1033.767,"body":"It is, it's Wikipedia for medicine, right."},{"startTime":1033.796,"endTime":1041.51,"body":"That said, once, if we can get qualified,"},{"startTime":1033.796,"endTime":1041.51,"body":"experienced, personnel to be feeding that"},{"startTime":1041.51,"endTime":1047.262,"body":"ai, information based on their education"},{"startTime":1041.51,"endTime":1047.262,"body":"and experience that AI will additionally"},{"startTime":1047.262,"endTime":1050.034,"body":"learn and become better and better."},{"startTime":1050.177,"endTime":1055.405,"body":"That said, it still does not ever"},{"startTime":1050.177,"endTime":1055.405,"body":"get hands off of patients well, so"},{"startTime":1055.405,"endTime":1056.919,"body":"that stuff already is out there now."},{"startTime":1057.319,"endTime":1060.919,"body":"Like, look at the, the human, the"},{"startTime":1057.319,"endTime":1060.919,"body":"human interchange or interface,"},{"startTime":1060.919,"endTime":1062.215,"body":"where it's called thi.Ai."},{"startTime":1062.234,"endTime":1062.491,"body":"Right?"},{"startTime":1062.834,"endTime":1065.919,"body":"Basically these things really"},{"startTime":1062.834,"endTime":1065.919,"body":"help medical professionals today."},{"startTime":1065.977,"endTime":1066.062,"body":"Mm-hmm."},{"startTime":1066.296,"endTime":1069.119,"body":"We're nowhere near the"},{"startTime":1066.296,"endTime":1069.119,"body":"discussion of, uh, instead of."},{"startTime":1069.529,"endTime":1074.215,"body":"A person interpreting the data, it's"},{"startTime":1069.529,"endTime":1074.215,"body":"going to do the interpretation for you."},{"startTime":1074.219,"endTime":1074.396,"body":"Mm-hmm."},{"startTime":1074.843,"endTime":1077.043,"body":"And making deterministic analysis."},{"startTime":1077.048,"endTime":1077.672,"body":"We're not there."},{"startTime":1077.757,"endTime":1079.472,"body":"I don't think we're gonna"},{"startTime":1077.757,"endTime":1079.472,"body":"get there anytime soon."},{"startTime":1079.729,"endTime":1079.9,"body":"No."},{"startTime":1079.905,"endTime":1081.786,"body":"But that, those tools exist today."},{"startTime":1081.843,"endTime":1082.186,"body":"Yeah."},{"startTime":1082.215,"endTime":1082.529,"body":"Right."},{"startTime":1082.729,"endTime":1086.557,"body":"Well, they'll actually, I mean, they"},{"startTime":1082.729,"endTime":1086.557,"body":"are evaluating and making deterministic,"},{"startTime":1086.557,"endTime":1090.186,"body":"uh, ev, Eva, you know, it, they're"},{"startTime":1086.557,"endTime":1090.186,"body":"not making decisions, but Exactly."},{"startTime":1090.186,"endTime":1095.557,"body":"But that falls back onto the provider to"},{"startTime":1090.186,"endTime":1095.557,"body":"decide whether that is appropriate or not."},{"startTime":1095.557,"endTime":1097.357,"body":"And then I'll throw this one in here too."},{"startTime":1097.643,"endTime":1097.815,"body":"Go ahead."},{"startTime":1098.129,"endTime":1104.872,"body":"Our litigious society, could we make"},{"startTime":1098.129,"endTime":1104.872,"body":"more money off of the big data company"},{"startTime":1104.872,"endTime":1110.348,"body":"that is providing the AI that has"},{"startTime":1104.872,"endTime":1110.348,"body":"incorrectly diagnosed and and, and"},{"startTime":1110.348,"endTime":1112.634,"body":"suggested a treatment that was incorrect?"},{"startTime":1112.748,"endTime":1117.291,"body":"Who or and will a doctor be like,"},{"startTime":1112.748,"endTime":1117.291,"body":"yeah, I'm hands off, let them take"},{"startTime":1117.291,"endTime":1118.492,"body":"the fall forward instead of me."},{"startTime":1118.948,"endTime":1120.748,"body":"No, the AI will automatically"},{"startTime":1118.948,"endTime":1120.748,"body":"start suing people."},{"startTime":1120.748,"endTime":1121.377,"body":"That's, that's right."},{"startTime":1121.377,"endTime":1123.719,"body":"I mean, that'll be the"},{"startTime":1121.377,"endTime":1123.719,"body":"but that'll be the lawyer."},{"startTime":1123.719,"endTime":1124.148,"body":"Yes."},{"startTime":1124.148,"endTime":1126.986,"body":"So the be as best That'll"},{"startTime":1124.148,"endTime":1126.986,"body":"be the lawyers AI trained."},{"startTime":1127.319,"endTime":1127.577,"body":"Yeah."},{"startTime":1127.577,"endTime":1128.777,"body":"They'll be looking for those."},{"startTime":1129.062,"endTime":1130.977,"body":"No more ambulance chasers."},{"startTime":1131.062,"endTime":1131.577,"body":"No, no."},{"startTime":1131.577,"endTime":1134.234,"body":"They're just going to be"},{"startTime":1131.577,"endTime":1134.234,"body":"plugging in all this data."},{"startTime":1134.234,"endTime":1137.834,"body":"And, you know, you, you, you're"},{"startTime":1134.234,"endTime":1137.834,"body":"going into a, the ethics topic."},{"startTime":1137.986,"endTime":1138.815,"body":"What does the lawyer do?"},{"startTime":1138.819,"endTime":1141.805,"body":"Does the lawyer subpoena for the"},{"startTime":1138.819,"endTime":1141.805,"body":"model and all the labeling information"},{"startTime":1141.805,"endTime":1145.786,"body":"that the model is built off of when"},{"startTime":1141.805,"endTime":1145.786,"body":"someone gets killed from a model."},{"startTime":1145.815,"endTime":1146.129,"body":"You know what I mean?"},{"startTime":1146.129,"endTime":1147.786,"body":"From an ai, like what"},{"startTime":1146.129,"endTime":1147.786,"body":"does a lawyer do in that?"},{"startTime":1147.786,"endTime":1149.015,"body":"I, I'm very interested actually."},{"startTime":1149.329,"endTime":1151.1,"body":"Um, but also, I don't"},{"startTime":1149.329,"endTime":1151.1,"body":"want to go into this."},{"startTime":1151.129,"endTime":1153.843,"body":"Uh, it's scary and um,"},{"startTime":1151.129,"endTime":1153.843,"body":"it makes me wanna cry."},{"startTime":1153.996,"endTime":1154.896,"body":"we were talking about disruption."},{"startTime":1155.191,"endTime":1158.591,"body":"We didn't talk anything about what happens"},{"startTime":1155.191,"endTime":1158.591,"body":"when you eliminate an entire workforce."},{"startTime":1158.638,"endTime":1161.81,"body":"I know there's probably companies out"},{"startTime":1158.638,"endTime":1161.81,"body":"there that already are thinking of what"},{"startTime":1161.815,"endTime":1165.038,"body":"I'm talking about as a product is like,"},{"startTime":1161.815,"endTime":1165.038,"body":"you don't need a doctor, you just need a"},{"startTime":1165.038,"endTime":1168.381,"body":"model that's trained on real doctors and"},{"startTime":1165.038,"endTime":1168.381,"body":"then you don't need a real doctor anymore."},{"startTime":1168.386,"endTime":1169.124,"body":"That's terrible."},{"startTime":1169.124,"endTime":1173.467,"body":"And they will advertise that with"},{"startTime":1169.124,"endTime":1173.467,"body":"like a a 0.0 point disclaimer at the"},{"startTime":1173.467,"endTime":1176.61,"body":"bottom that says, certainly, you know,"},{"startTime":1173.467,"endTime":1176.61,"body":"not FB approved, blah, blah, blah."},{"startTime":1176.662,"endTime":1179.948,"body":"The longer, this is what we're talking"},{"startTime":1176.662,"endTime":1179.948,"body":"about of like workforce slash market"},{"startTime":1179.948,"endTime":1184.957,"body":"slash opportunity Disruption is,"},{"startTime":1179.948,"endTime":1184.957,"body":"let's fast forward this dystopian"},{"startTime":1184.957,"endTime":1188.748,"body":"hellscape to say, what is the average"},{"startTime":1184.957,"endTime":1188.748,"body":"age of a doctor in America right now?"},{"startTime":1188.748,"endTime":1189.053,"body":"I don't know."},{"startTime":1189.424,"endTime":1190.386,"body":"It's 40."},{"startTime":1190.567,"endTime":1191.491,"body":"It's be over 40"},{"startTime":1193.794,"endTime":1197.051,"body":"so we, uh, like I checked on the"},{"startTime":1193.794,"endTime":1197.051,"body":"internet and the internet doesn't lie."},{"startTime":1197.051,"endTime":1199.499,"body":"It says the average, average"},{"startTime":1197.051,"endTime":1199.499,"body":"age of a doctor is 53 years old."},{"startTime":1199.613,"endTime":1202.356,"body":"But that doesn't, that"},{"startTime":1199.613,"endTime":1202.356,"body":"doesn't dig into specialities."},{"startTime":1202.413,"endTime":1203.299,"body":"I like saying special."},{"startTime":1203.299,"endTime":1204.356,"body":"I don't like saying specialty."},{"startTime":1204.585,"endTime":1207.327,"body":"I like saying specialty cuz"},{"startTime":1204.585,"endTime":1207.327,"body":"it makes me feel special."},{"startTime":1207.594,"endTime":1210.127,"body":"So like what happens when those"},{"startTime":1207.594,"endTime":1210.127,"body":"people are replaced by ais?"},{"startTime":1210.837,"endTime":1214.98,"body":"And, uh, or like, uh, like age out"},{"startTime":1210.837,"endTime":1214.98,"body":"of the workforce and less people"},{"startTime":1214.98,"endTime":1218.665,"body":"come in that's already happening,"},{"startTime":1214.98,"endTime":1218.665,"body":"mid-level folks are now raising up."},{"startTime":1218.685,"endTime":1219.018,"body":"Right?"},{"startTime":1219.323,"endTime":1223.494,"body":"So you got, you know, anesthesia nurses"},{"startTime":1219.323,"endTime":1223.494,"body":"now actually administering anesthesia"},{"startTime":1223.494,"endTime":1225.608,"body":"without the anthes being around"},{"startTime":1225.818,"endTime":1227.342,"body":"the helicopter doctors."},{"startTime":1227.37,"endTime":1227.646,"body":"Yeah."},{"startTime":1227.875,"endTime":1233.104,"body":"The reason for that has been the"},{"startTime":1227.875,"endTime":1233.104,"body":"reduction in medication errors, like"},{"startTime":1233.104,"endTime":1237.332,"body":"the, so there's a huge reduction in"},{"startTime":1233.104,"endTime":1237.332,"body":"medication errors when you are able"},{"startTime":1237.337,"endTime":1240.246,"body":"to take the human error out of it."},{"startTime":1241.018,"endTime":1245.389,"body":"So where all of a sudden I'm not"},{"startTime":1241.018,"endTime":1245.389,"body":"mixing, I'm not mixing drips anymore."},{"startTime":1245.532,"endTime":1247.846,"body":"I'm not calculating drips anymore."},{"startTime":1247.865,"endTime":1248.199,"body":"Right."},{"startTime":1248.646,"endTime":1250.389,"body":"That is done by a computer."},{"startTime":1250.394,"endTime":1256.08,"body":"I know that you can, but in general, these"},{"startTime":1250.394,"endTime":1256.08,"body":"are things that are done by a computer."},{"startTime":1256.08,"endTime":1258.699,"body":"It eliminates that,"},{"startTime":1256.08,"endTime":1258.699,"body":"that human error factor."},{"startTime":1258.699,"endTime":1260.819,"body":"Mm-hmm, there's some real good that."},{"startTime":1261.234,"endTime":1261.377,"body":"Yeah."},{"startTime":1261.377,"endTime":1262.605,"body":"There are benefits to automation."},{"startTime":1262.605,"endTime":1263.634,"body":"There's no denying that."},{"startTime":1263.634,"endTime":1263.805,"body":"Right?"},{"startTime":1263.834,"endTime":1266.11,"body":"Well, uh, okay, AI can't"},{"startTime":1263.834,"endTime":1266.11,"body":"replace all the doctors."},{"startTime":1266.11,"endTime":1266.281,"body":"Yeah."},{"startTime":1266.281,"endTime":1269.053,"body":"But AI can replace like a,"},{"startTime":1266.281,"endTime":1269.053,"body":"a certain number of doctors."},{"startTime":1269.053,"endTime":1272.596,"body":"Like there will be a certain part of"},{"startTime":1269.053,"endTime":1272.596,"body":"the market that, like this, this flyby"},{"startTime":1272.6,"endTime":1278.405,"body":"night version of a doctor, this, this"},{"startTime":1272.6,"endTime":1278.405,"body":"cyberpunk version of a doctor, replaces."},{"startTime":1278.615,"endTime":1281.158,"body":"And maybe that market share gets"},{"startTime":1278.615,"endTime":1281.158,"body":"bigger over year, over year."},{"startTime":1281.158,"endTime":1284.933,"body":"Like much like automation does,"},{"startTime":1281.158,"endTime":1284.933,"body":"automation, gets better and the"},{"startTime":1284.933,"endTime":1287.761,"body":"data models that are powering"},{"startTime":1284.933,"endTime":1287.761,"body":"this get better year over year."},{"startTime":1288.247,"endTime":1291.79,"body":"the average age, I don't know if"},{"startTime":1288.247,"endTime":1291.79,"body":"it would get younger or older,"},{"startTime":1291.79,"endTime":1294.304,"body":"because the people are leaving"},{"startTime":1291.79,"endTime":1294.304,"body":"the market and not being replaced."},{"startTime":1294.352,"endTime":1297.123,"body":"Those opportunities are not there anymore."},{"startTime":1297.128,"endTime":1297.333,"body":"Mm-hmm."},{"startTime":1298.18,"endTime":1300.58,"body":"That's, that's the, the purpose"},{"startTime":1298.18,"endTime":1300.58,"body":"of talking about disruption."},{"startTime":1300.723,"endTime":1303.066,"body":"You, when we're talking about it in"},{"startTime":1300.723,"endTime":1303.066,"body":"this hyper-specific category, that"},{"startTime":1303.123,"endTime":1306.361,"body":"there's all kinds of pushback, you're"},{"startTime":1303.123,"endTime":1306.361,"body":"ascribing a level of difficulty"},{"startTime":1306.476,"endTime":1312.918,"body":"where I am looking at it, I, I would"},{"startTime":1306.476,"endTime":1312.918,"body":"hope in the similar, light as a data"},{"startTime":1312.918,"endTime":1316.414,"body":"scientist would look at it to say,"},{"startTime":1312.918,"endTime":1316.414,"body":"everything you do is just manual labels."},{"startTime":1316.728,"endTime":1318.985,"body":"Everything you do is just"},{"startTime":1316.728,"endTime":1318.985,"body":"more records and more input."},{"startTime":1319.042,"endTime":1322.528,"body":"And the then if you could feed it"},{"startTime":1319.042,"endTime":1322.528,"body":"everything you, if the AI could be"},{"startTime":1322.528,"endTime":1326.785,"body":"sitting on your shoulder through your"},{"startTime":1322.528,"endTime":1326.785,"body":"entire workday for the next 10 years,"},{"startTime":1326.985,"endTime":1331.414,"body":"like it would learn your job with"},{"startTime":1326.985,"endTime":1331.414,"body":"appropriate modeling and labeling."},{"startTime":1331.899,"endTime":1334.7,"body":"No, I I think you have a point"},{"startTime":1331.899,"endTime":1334.7,"body":"about data labels though, right?"},{"startTime":1334.995,"endTime":1337.361,"body":"given enough of a large data set."},{"startTime":1337.818,"endTime":1340.076,"body":"Could be years, I don't know,"},{"startTime":1337.818,"endTime":1340.076,"body":"enough of a large dataset."},{"startTime":1340.076,"endTime":1343.999,"body":"It could have enough, variance that it"},{"startTime":1340.076,"endTime":1343.999,"body":"can learn about through the dataset."},{"startTime":1344.028,"endTime":1346.971,"body":"There's always the possibility that"},{"startTime":1344.028,"endTime":1346.971,"body":"it doesn't know this one instance."},{"startTime":1346.976,"endTime":1347.066,"body":"Right."},{"startTime":1347.071,"endTime":1347.314,"body":"Right."},{"startTime":1347.314,"endTime":1350.085,"body":"Just such just like a person,"},{"startTime":1347.314,"endTime":1350.085,"body":"the model learns like a person."},{"startTime":1350.085,"endTime":1354.728,"body":"And, and, and if we're not talking"},{"startTime":1350.085,"endTime":1354.728,"body":"about basic model building and labeling."},{"startTime":1355.042,"endTime":1358.985,"body":"We can go into neural networks, which"},{"startTime":1355.042,"endTime":1358.985,"body":"are way more complicated, and now we can,"},{"startTime":1359.128,"endTime":1362.004,"body":"we can knock out a whole bunch of extra,"},{"startTime":1359.128,"endTime":1362.004,"body":"like, that's a different podcast, I feel."},{"startTime":1362.718,"endTime":1363.157,"body":"Yeah, yeah."},{"startTime":1363.385,"endTime":1366.442,"body":"Because now you're into, now"},{"startTime":1363.385,"endTime":1366.442,"body":"you're into experiential learning."},{"startTime":1366.447,"endTime":1366.499,"body":"Right?"},{"startTime":1366.928,"endTime":1368.699,"body":"And that's, yeah, it's"},{"startTime":1366.928,"endTime":1368.699,"body":"getting a little heavy."},{"startTime":1368.747,"endTime":1374.69,"body":"So just as far as medicine versus, so,"},{"startTime":1368.747,"endTime":1374.69,"body":"so I think there's a real differentiation"},{"startTime":1374.69,"endTime":1380.176,"body":"here where we're talking about, let's"},{"startTime":1374.69,"endTime":1380.176,"body":"just use the example of utilizing AI."},{"startTime":1380.566,"endTime":1385.671,"body":"And how that would disrupt, for instance,"},{"startTime":1380.566,"endTime":1385.671,"body":"the development, the application"},{"startTime":1385.671,"endTime":1391.538,"body":"development and coding industry, as"},{"startTime":1385.671,"endTime":1391.538,"body":"opposed to how it will disrupt, much"},{"startTime":1391.538,"endTime":1397.061,"body":"more human involved industries like"},{"startTime":1391.538,"endTime":1397.061,"body":"healthcare, I believe there's disruption"},{"startTime":1397.061,"endTime":1398.633,"body":"that will happen in both of them."},{"startTime":1398.633,"endTime":1404.69,"body":"I believe there's actually probably"},{"startTime":1398.633,"endTime":1404.69,"body":"already potentially more baseline, I"},{"startTime":1404.69,"endTime":1410.518,"body":"don't know this, this is me hypothesizing"},{"startTime":1404.69,"endTime":1410.518,"body":"more of that already being implemented"},{"startTime":1410.523,"endTime":1415.776,"body":"in the healthcare space for a long"},{"startTime":1410.523,"endTime":1415.776,"body":"time than potentially being applied"},{"startTime":1415.776,"endTime":1418.404,"body":"to that development space so far."},{"startTime":1418.814,"endTime":1424.685,"body":"so I feel like from a, from a disrupting"},{"startTime":1418.814,"endTime":1424.685,"body":"perspective, that, in our, information"},{"startTime":1424.69,"endTime":1433.895,"body":"technology arena, That there's far more"},{"startTime":1424.69,"endTime":1433.895,"body":"opportunity for disruption, as these, to"},{"startTime":1433.895,"endTime":1437.352,"body":"your point, ai, if they're sitting not"},{"startTime":1433.895,"endTime":1437.352,"body":"just on the shoulder of a doctor, but"},{"startTime":1437.352,"endTime":1441.076,"body":"sitting on the shoulder of a developer"},{"startTime":1437.352,"endTime":1441.076,"body":"who staff they could be Yeah, exactly."},{"startTime":1441.523,"endTime":1441.58,"body":"Yeah."},{"startTime":1441.638,"endTime":1445.957,"body":"Sitting on the shoulder of a developer"},{"startTime":1441.638,"endTime":1445.957,"body":"and, and then also taking into"},{"startTime":1445.957,"endTime":1450.242,"body":"account what bugs, you know, what"},{"startTime":1445.957,"endTime":1450.242,"body":"bugs came, came about afterwards."},{"startTime":1450.242,"endTime":1456.309,"body":"So now we can start, you know, making"},{"startTime":1450.242,"endTime":1456.309,"body":"sure to, mitigate those issues."},{"startTime":1456.309,"endTime":1458.052,"body":"So taking all that data into place."},{"startTime":1458.052,"endTime":1458.138,"body":"Mm-hmm."},{"startTime":1458.395,"endTime":1463.766,"body":"So I think it would be, you know, like I"},{"startTime":1458.395,"endTime":1463.766,"body":"said, it's a specific language model that"},{"startTime":1463.771,"endTime":1470.604,"body":"doesn't necessarily need to,, to, for"},{"startTime":1463.771,"endTime":1470.604,"body":"instance, in medicine, examine a patient."},{"startTime":1470.933,"endTime":1475.047,"body":"There's enormous amounts of data already"},{"startTime":1470.933,"endTime":1475.047,"body":"out there that they can pull from."},{"startTime":1475.276,"endTime":1475.361,"body":"Yep."},{"startTime":1475.799,"endTime":1477.885,"body":"so there's, there's, there's"},{"startTime":1475.799,"endTime":1477.885,"body":"a differentiation there."},{"startTime":1477.885,"endTime":1484.866,"body":"It's almost thinking about which of"},{"startTime":1477.885,"endTime":1484.866,"body":"these industries are reliant on the,"},{"startTime":1484.923,"endTime":1491.333,"body":"communication and and needing to,"},{"startTime":1484.923,"endTime":1491.333,"body":"work with other people as opposed to"},{"startTime":1491.733,"endTime":1495.561,"body":"someone that doesn't necessarily, I"},{"startTime":1491.733,"endTime":1495.561,"body":"have, so we have development teams"},{"startTime":1495.561,"endTime":1501.633,"body":"that never ever talk to customers or,"},{"startTime":1495.561,"endTime":1501.633,"body":"and, you know, and that's not uncommon."},{"startTime":1501.776,"endTime":1505.166,"body":"I will tell you as the product, manager,"},{"startTime":1501.776,"endTime":1505.166,"body":"that's something that I push against and"},{"startTime":1505.171,"endTime":1508.28,"body":"try desperately to get them involved with."},{"startTime":1508.28,"endTime":1510.795,"body":"But I think that's the"},{"startTime":1508.28,"endTime":1510.795,"body":"exception to the norm."},{"startTime":1510.88,"endTime":1510.938,"body":"Yeah."},{"startTime":1510.966,"endTime":1515.166,"body":"When you don't have to actually into,"},{"startTime":1510.966,"endTime":1515.166,"body":"when, when interact was the word I was"},{"startTime":1515.166,"endTime":1520.823,"body":"looking for, interact with people, all"},{"startTime":1515.166,"endTime":1520.823,"body":"of a sudden you have it from, from the"},{"startTime":1520.823,"endTime":1527.585,"body":"way that I'm reading the tea leaves here,"},{"startTime":1520.823,"endTime":1527.585,"body":"a far more, ripe opportunity for AI to"},{"startTime":1527.585,"endTime":1531.607,"body":"come in, learn and, um, and, and disrupt."},{"startTime":1531.664,"endTime":1535.759,"body":"So there are AI models out there in"},{"startTime":1531.664,"endTime":1535.759,"body":"different countries that basically"},{"startTime":1535.759,"endTime":1540.064,"body":"have a direct interaction with people."},{"startTime":1540.616,"endTime":1543.33,"body":"Like, for example, there are robots."},{"startTime":1543.383,"endTime":1547.259,"body":"I don't wanna say manning, but that's"},{"startTime":1543.383,"endTime":1547.259,"body":"not the right gender, accurate term, what"},{"startTime":1547.373,"endTime":1550.402,"body":"the, the manning the booth in a mall."},{"startTime":1550.402,"endTime":1553.744,"body":"It's not as the information"},{"startTime":1550.402,"endTime":1553.744,"body":"provider, right."},{"startTime":1553.944,"endTime":1557.516,"body":"You go in there and you ask this"},{"startTime":1553.944,"endTime":1557.516,"body":"person, they look like a person."},{"startTime":1557.773,"endTime":1561.087,"body":"They blink, they smile, they"},{"startTime":1557.773,"endTime":1561.087,"body":"look at you, they answer your"},{"startTime":1561.087,"endTime":1562.659,"body":"questions, but they're not human."},{"startTime":1562.944,"endTime":1563.059,"body":"Mm-hmm."},{"startTime":1563.287,"endTime":1564.087,"body":"That's already out there."},{"startTime":1564.087,"endTime":1564.344,"body":"How's that?"},{"startTime":1564.687,"endTime":1565.916,"body":"Than anyone that works in a mall."},{"startTime":1566.002,"endTime":1566.459,"body":"That's true."},{"startTime":1566.459,"endTime":1566.659,"body":"Yeah."},{"startTime":1566.659,"endTime":1567.002,"body":"Nevermind."},{"startTime":1567.23,"endTime":1567.487,"body":"That's true."},{"startTime":1567.487,"endTime":1569.144,"body":"Just thinking, you know what"},{"startTime":1567.487,"endTime":1569.144,"body":"I, just thinking about a"},{"startTime":1569.149,"endTime":1570.63,"body":"specific healthcare example."},{"startTime":1570.63,"endTime":1575.03,"body":"So for instance, and I was thinking about"},{"startTime":1570.63,"endTime":1575.03,"body":"Boston Dynamics, which I, I like love"},{"startTime":1575.03,"endTime":1579.03,"body":"some, like, I just, I followed them in,"},{"startTime":1575.03,"endTime":1579.03,"body":"in the things that they are doing with"},{"startTime":1579.087,"endTime":1581.259,"body":"robots and, and how love robot dogs."},{"startTime":1581.287,"endTime":1585.087,"body":"Yeah, Boston Dynamics, who I"},{"startTime":1581.287,"endTime":1585.087,"body":"followed and just am so intrigued by."},{"startTime":1585.087,"endTime":1590.973,"body":"Okay, so take the robot that the"},{"startTime":1585.087,"endTime":1590.973,"body":"human, literally robot that can."},{"startTime":1591.14,"endTime":1598.854,"body":"See and evaluate a judge, distance,"},{"startTime":1591.14,"endTime":1598.854,"body":"run, jump land, do flips all of"},{"startTime":1598.859,"endTime":1603.883,"body":"those things and integrate that"},{"startTime":1598.859,"endTime":1603.883,"body":"with AI and the knowledge that,"},{"startTime":1603.883,"endTime":1606.14,"body":"for instance, a doctor can use."},{"startTime":1606.187,"endTime":1610.502,"body":"So to diagnose appendicitis, there's"},{"startTime":1606.187,"endTime":1610.502,"body":"a place called McBurney's Point."},{"startTime":1610.73,"endTime":1613.302,"body":"So McBurney's point is the gold standard."},{"startTime":1613.302,"endTime":1618.13,"body":"If someone coming in and they have"},{"startTime":1613.302,"endTime":1618.13,"body":"abdominal pain and you push down in"},{"startTime":1618.135,"endTime":1621.53,"body":"this very specific area, the pushing"},{"startTime":1618.135,"endTime":1621.53,"body":"isn't, the, isn't the important part."},{"startTime":1621.53,"endTime":1625.73,"body":"It's the quick release, and they"},{"startTime":1621.53,"endTime":1625.73,"body":"have S more, they have severe pain"},{"startTime":1625.73,"endTime":1630.787,"body":"with that quick release that is"},{"startTime":1625.73,"endTime":1630.787,"body":"kind of this indication, this, this,"},{"startTime":1630.816,"endTime":1632.902,"body":"this pretty clear indication that."},{"startTime":1632.954,"endTime":1636.497,"body":"There's a good chance we've got"},{"startTime":1632.954,"endTime":1636.497,"body":"appendicitis going on here, right?"},{"startTime":1636.725,"endTime":1637.011,"body":"Right."},{"startTime":1637.011,"endTime":1638.925,"body":"Now that needs to be done by a human."},{"startTime":1638.93,"endTime":1644.04,"body":"But when I think about Boston dynamics"},{"startTime":1638.93,"endTime":1644.04,"body":"and think about AI and some of the,"},{"startTime":1644.044,"endTime":1648.183,"body":"you know, being able to understand"},{"startTime":1644.044,"endTime":1648.183,"body":"what symptoms are you coming in with,"},{"startTime":1648.354,"endTime":1652.383,"body":"what symptoms do I actually need"},{"startTime":1648.354,"endTime":1652.383,"body":"to go ahead and evaluate you for?"},{"startTime":1652.583,"endTime":1656.783,"body":"And if appendicitis is a potential on"},{"startTime":1652.583,"endTime":1656.783,"body":"that list, having an actual robot be"},{"startTime":1656.783,"endTime":1662.554,"body":"able to identify Mc Bernie's point,"},{"startTime":1656.783,"endTime":1662.554,"body":"understand how far to push in and how"},{"startTime":1662.554,"endTime":1667.155,"body":"fast to release and measure a patient's,"},{"startTime":1662.554,"endTime":1667.155,"body":"uh, you know, reaction to that."},{"startTime":1667.573,"endTime":1671.497,"body":"Then on a scale your body, like"},{"startTime":1667.573,"endTime":1671.497,"body":"seriously, I'm not saying like, that's"},{"startTime":1671.497,"endTime":1675.021,"body":"not tomorrow, that's not next year,"},{"startTime":1671.497,"endTime":1675.021,"body":"but, think about how those things"},{"startTime":1675.021,"endTime":1677.364,"body":"could be aligned and ultimately."},{"startTime":1677.364,"endTime":1681.135,"body":"There are ways to kind of solve some"},{"startTime":1677.364,"endTime":1681.135,"body":"of these problems that, that the"},{"startTime":1681.135,"endTime":1684.84,"body":"company that, you know about where, you"},{"startTime":1681.135,"endTime":1684.84,"body":"know, they, they're solving problems"},{"startTime":1684.84,"endTime":1690.049,"body":"like pipeline issues in whatever oil"},{"startTime":1684.84,"endTime":1690.049,"body":"pipe pipelines or, or sewage systems."},{"startTime":1690.049,"endTime":1690.24,"body":"Right."},{"startTime":1691.411,"endTime":1695.583,"body":"You got robots going traversing"},{"startTime":1691.411,"endTime":1695.583,"body":"through these pipes, miles"},{"startTime":1695.583,"endTime":1696.64,"body":"and miles and miles of it."},{"startTime":1696.697,"endTime":1696.868,"body":"Yeah."},{"startTime":1697.154,"endTime":1701.583,"body":"And there's nothing wrong with the"},{"startTime":1697.154,"endTime":1701.583,"body":"pipes, but what they're doing is they're"},{"startTime":1701.583,"endTime":1706.954,"body":"measuring the thickness of the pipe and"},{"startTime":1701.583,"endTime":1706.954,"body":"they're comparing to the levels that are"},{"startTime":1706.954,"endTime":1710.011,"body":"within tolerance all the time really fast."},{"startTime":1710.04,"endTime":1710.125,"body":"Mm-hmm."},{"startTime":1710.359,"endTime":1714.011,"body":"So wherever there is even a"},{"startTime":1710.359,"endTime":1714.011,"body":"slight indication of weakness,"},{"startTime":1714.059,"endTime":1717.802,"body":"they would identify that and map"},{"startTime":1714.059,"endTime":1717.802,"body":"it, they geo map it and go that."},{"startTime":1717.859,"endTime":1719.859,"body":"And then the next time around they"},{"startTime":1717.859,"endTime":1719.859,"body":"say, oh, this is getting worse."},{"startTime":1720.516,"endTime":1720.83,"body":"Okay."},{"startTime":1720.83,"endTime":1724.125,"body":"And that's when today what's"},{"startTime":1720.83,"endTime":1724.125,"body":"happening is they would relay that."},{"startTime":1724.516,"endTime":1725.031,"body":"You could see that."},{"startTime":1725.621,"endTime":1729.192,"body":"It is a, it's like people could see that"},{"startTime":1725.621,"endTime":1729.192,"body":"on the screen and they would dispatch"},{"startTime":1729.621,"endTime":1733.649,"body":"a vehicle out there to go fix it ahead"},{"startTime":1729.621,"endTime":1733.649,"body":"of time before it becomes an issue."},{"startTime":1733.735,"endTime":1733.878,"body":"Yeah."},{"startTime":1734.306,"endTime":1735.764,"body":"So with ai, right."},{"startTime":1735.764,"endTime":1738.078,"body":"So that, that's already, now,"},{"startTime":1735.764,"endTime":1738.078,"body":"that's been going on for a while,"},{"startTime":1738.402,"endTime":1740.459,"body":"but with AI they wouldn't do that."},{"startTime":1740.716,"endTime":1744.202,"body":"What they would do is they'd be going"},{"startTime":1740.716,"endTime":1744.202,"body":"along and going, yep, that's a problem."},{"startTime":1744.202,"endTime":1747.887,"body":"Spot market, geotag it, move on,"},{"startTime":1744.202,"endTime":1747.887,"body":"and there's another robot going"},{"startTime":1747.887,"endTime":1749.802,"body":"behind them that's gonna fix it up."},{"startTime":1749.973,"endTime":1750.259,"body":"Mm-hmm."},{"startTime":1750.687,"endTime":1752.344,"body":"So you would not even know about it."},{"startTime":1752.459,"endTime":1753.802,"body":"You would know about it post-event."},{"startTime":1753.83,"endTime":1755.23,"body":"Oh yes, that was fixed."},{"startTime":1755.602,"endTime":1757.259,"body":"That's the, that's the next level."},{"startTime":1757.259,"endTime":1760.173,"body":"Do you know what with"},{"startTime":1757.259,"endTime":1760.173,"body":"healthcare, with that, Okay."},{"startTime":1760.602,"endTime":1762.087,"body":"All we are is some plumbing."},{"startTime":1762.087,"endTime":1763.659,"body":"So plumbing and electrics, right?"},{"startTime":1763.659,"endTime":1767.421,"body":"So, so same exact thing when you're"},{"startTime":1763.659,"endTime":1767.421,"body":"talking about arterial sclerosis."},{"startTime":1767.497,"endTime":1767.649,"body":"Osis."},{"startTime":1767.649,"endTime":1768.678,"body":"Yeah, same thing."},{"startTime":1769.221,"endTime":1771.221,"body":"So nanotechnologies be there, right?"},{"startTime":1771.221,"endTime":1774.449,"body":"You'll swallow a pill and it"},{"startTime":1771.221,"endTime":1774.449,"body":"would go map your arteries are,"},{"startTime":1774.449,"endTime":1778.278,"body":"and you'll say, so utilize these"},{"startTime":1774.449,"endTime":1778.278,"body":"blockage in your l a d over here."},{"startTime":1778.278,"endTime":1778.592,"body":"Right?"},{"startTime":1778.592,"endTime":1780.449,"body":"I mean, I mean, I'm no,"},{"startTime":1778.592,"endTime":1780.449,"body":"I'm no data scientist."},{"startTime":1780.449,"endTime":1784.335,"body":"But I'm just wondering about"},{"startTime":1780.449,"endTime":1784.335,"body":"the collaboration between these"},{"startTime":1784.34,"endTime":1790.359,"body":"mechanical type, innovations along"},{"startTime":1784.34,"endTime":1790.359,"body":"with the data and understanding of"},{"startTime":1790.359,"endTime":1793.473,"body":"AI and how those two put together."},{"startTime":1793.702,"endTime":1798.968,"body":"Could potentially from a medical,"},{"startTime":1793.702,"endTime":1798.968,"body":"medical perspective be, really"},{"startTime":1798.968,"endTime":1802.34,"body":"disruptive, well, well, uh,"},{"startTime":1798.968,"endTime":1802.34,"body":"disruptive maybe, but beneficial?"},{"startTime":1802.368,"endTime":1802.883,"body":"Yes, definitely."},{"startTime":1802.883,"endTime":1807.317,"body":"Because again, if all these people retire,"},{"startTime":1802.883,"endTime":1807.317,"body":"who you gonna get to help, fill the gap."},{"startTime":1807.317,"endTime":1808.86,"body":"Like, you, you, you need some help."},{"startTime":1809.117,"endTime":1809.174,"body":"Yeah."},{"startTime":1809.279,"endTime":1812.908,"body":"It, it's like trying to get, uh,"},{"startTime":1809.279,"endTime":1812.908,"body":"a contractor to come, uh, like"},{"startTime":1813.165,"endTime":1814.508,"body":"fix up your house or whatever."},{"startTime":1814.65,"endTime":1818.336,"body":"In, in the heat of covid when everyone"},{"startTime":1814.65,"endTime":1818.336,"body":"was doing like home repairs or whatever,"},{"startTime":1818.679,"endTime":1821.536,"body":"you know, th those people were basically"},{"startTime":1818.679,"endTime":1821.536,"body":"impossible to get on the phone."},{"startTime":1821.708,"endTime":1821.793,"body":"Sure."},{"startTime":1821.822,"endTime":1824.936,"body":"Because they had so much business that"},{"startTime":1821.822,"endTime":1824.936,"body":"they could just look and say, well, if"},{"startTime":1824.936,"endTime":1828.974,"body":"it's not under this amount of money,"},{"startTime":1824.936,"endTime":1828.974,"body":"I'm just not gonna even take your call."},{"startTime":1829.679,"endTime":1831.851,"body":"Basically, the market"},{"startTime":1829.679,"endTime":1831.851,"body":"will get to that point."},{"startTime":1831.898,"endTime":1836.327,"body":"The point here is, is it when there"},{"startTime":1831.898,"endTime":1836.327,"body":"is nobody else left that picks up the"},{"startTime":1836.332,"endTime":1839.984,"body":"phone, when the prices spike so high,"},{"startTime":1836.332,"endTime":1839.984,"body":"this market will be ripe for disruption."},{"startTime":1840.327,"endTime":1844.098,"body":"When, when all of the people that"},{"startTime":1840.327,"endTime":1844.098,"body":"are doing this job, age out of the"},{"startTime":1844.098,"endTime":1847.27,"body":"job and retire and whatever, and"},{"startTime":1844.098,"endTime":1847.27,"body":"there's basically, you can't get"},{"startTime":1847.27,"endTime":1850.108,"body":"anyone on the phone and when you"},{"startTime":1847.27,"endTime":1850.108,"body":"need to go see an expert, there"},{"startTime":1850.113,"endTime":1851.803,"body":"might be a prolonged waiting time."},{"startTime":1852.337,"endTime":1854.651,"body":"Because there's only so"},{"startTime":1852.337,"endTime":1854.651,"body":"many experts in the system."},{"startTime":1854.879,"endTime":1854.965,"body":"Mm-hmm."},{"startTime":1855.298,"endTime":1858.651,"body":"That, that type of market is what"},{"startTime":1855.298,"endTime":1858.651,"body":"I'm talking about here, though."},{"startTime":1858.698,"endTime":1861.413,"body":"That that's the one that's gonna"},{"startTime":1858.698,"endTime":1861.413,"body":"be targeted by one of these Silicon"},{"startTime":1861.413,"endTime":1866.422,"body":"Valley companies who has, you know,"},{"startTime":1861.413,"endTime":1866.422,"body":"very low empathy, extremely high ego."},{"startTime":1866.679,"endTime":1870.222,"body":"They don't care if they're gonna"},{"startTime":1866.679,"endTime":1870.222,"body":"kill, it's only one per 1%."},{"startTime":1870.432,"endTime":1874.546,"body":"And the industry probably responded by"},{"startTime":1870.432,"endTime":1874.546,"body":"saying like, ah, the price of progress."},{"startTime":1874.551,"endTime":1875.032,"body":"That's right."},{"startTime":1875.032,"endTime":1875.489,"body":"Exactly."},{"startTime":1875.489,"endTime":1876.327,"body":"It's the price of progress, dude."},{"startTime":1876.346,"endTime":1877.66,"body":"It's gonna be the same going forward."},{"startTime":1877.66,"endTime":1877.717,"body":"Yeah."},{"startTime":1877.722,"endTime":1879.546,"body":"I think that's exactly gonna be the same."},{"startTime":1879.551,"endTime":1881.917,"body":"People are gonna say it's the"},{"startTime":1879.551,"endTime":1881.917,"body":"price you pay for, you know,"},{"startTime":1882.475,"endTime":1884.075,"body":"Moving civilization along."},{"startTime":1884.075,"endTime":1884.16,"body":"Right?"},{"startTime":1884.16,"endTime":1885.532,"body":"This is ethics in ai."},{"startTime":1885.589,"endTime":1887.675,"body":"This is what we're talking about now,"},{"startTime":1885.589,"endTime":1887.675,"body":"ethics in what we're talking about."},{"startTime":1887.675,"endTime":1890.732,"body":"I, I do think though, for in this"},{"startTime":1887.675,"endTime":1890.732,"body":"specific instance, what's gonna"},{"startTime":1890.732,"endTime":1894.141,"body":"happen is yes, you're gonna have"},{"startTime":1890.732,"endTime":1894.141,"body":"those, those, companies that are only"},{"startTime":1894.141,"endTime":1895.598,"body":"subservient to the almighty dollar."},{"startTime":1895.598,"endTime":1897.256,"body":"They don't care right about these, right?"},{"startTime":1897.332,"endTime":1898.541,"body":"There's a certain number."},{"startTime":1898.541,"endTime":1900.627,"body":"A lot of those companies, yes,"},{"startTime":1898.541,"endTime":1900.627,"body":"there's a certain number of"},{"startTime":1900.627,"endTime":1901.97,"body":"companies that will just chase that."},{"startTime":1902.713,"endTime":1903.856,"body":"The trick here is gonna be."},{"startTime":1904.313,"endTime":1908.398,"body":"To what extent will we regulate these"},{"startTime":1904.313,"endTime":1908.398,"body":"things when it comes to, you know, not"},{"startTime":1908.398,"endTime":1912.056,"body":"necessarily Widgets and Boston Podcast"},{"startTime":1908.398,"endTime":1912.056,"body":"I'm talking about, uh, yeah, right?"},{"startTime":1912.084,"endTime":1912.198,"body":"Yes."},{"startTime":1912.198,"endTime":1914.084,"body":"I'm talking about healthcare"},{"startTime":1912.198,"endTime":1914.084,"body":"and other industries."},{"startTime":1914.113,"endTime":1914.485,"body":"Like, listen, listen."},{"startTime":1914.551,"endTime":1916.175,"body":"Stormy just looked at me and gave me that."},{"startTime":1916.179,"endTime":1920.117,"body":"Oh, like, like that, that, that Wall"},{"startTime":1916.179,"endTime":1920.117,"body":"Street, 2008 bailout, like look the"},{"startTime":1920.117,"endTime":1922.437,"body":"problem here is like,  I'm still"},{"startTime":1920.117,"endTime":1922.437,"body":"not a hundred percent convinced that"},{"startTime":1922.437,"endTime":1923.837,"body":"government knows the internet exists."},{"startTime":1923.837,"endTime":1926.18,"body":"So, like, even though it was"},{"startTime":1923.837,"endTime":1926.18,"body":"invented for them, right?"},{"startTime":1926.185,"endTime":1926.409,"body":"Yeah."},{"startTime":1926.409,"endTime":1926.609,"body":"Right."},{"startTime":1926.695,"endTime":1927.009,"body":"Yeah."},{"startTime":1927.066,"endTime":1929.437,"body":"Well, they, I mean, they listen, they"},{"startTime":1927.066,"endTime":1929.437,"body":"have so much money, they don't know"},{"startTime":1929.437,"endTime":1930.637,"body":"what people are inventing for them."},{"startTime":1930.637,"endTime":1930.723,"body":"Sure."},{"startTime":1930.723,"endTime":1931.409,"body":"They have no idea."},{"startTime":1931.79,"endTime":1935.623,"body":"what we didn't talk about in this"},{"startTime":1931.79,"endTime":1935.623,"body":"podcast was, creating new jobs, creating"},{"startTime":1935.623,"endTime":1940.518,"body":"a new market, from the ashes, I guess,"},{"startTime":1935.623,"endTime":1940.518,"body":"of the ones that you're eliminating."},{"startTime":1940.671,"endTime":1943.842,"body":"I was using testing at the early,"},{"startTime":1940.671,"endTime":1943.842,"body":"at the early stages of this podcast."},{"startTime":1943.842,"endTime":1943.852,"body":"Yeah."},{"startTime":1944.185,"endTime":1947.385,"body":"If you are using testing, and I'm"},{"startTime":1944.185,"endTime":1947.385,"body":"gonna say, well, what, what new"},{"startTime":1947.395,"endTime":1949.614,"body":"roles are you creating in testing?"},{"startTime":1949.871,"endTime":1955.052,"body":"Well, when you have AI models that"},{"startTime":1949.871,"endTime":1955.052,"body":"are trained off of, off of tester"},{"startTime":1955.109,"endTime":1960.395,"body":"activities, you still need expert"},{"startTime":1955.109,"endTime":1960.395,"body":"testers to label those activities."},{"startTime":1960.595,"endTime":1962.966,"body":"So your expert testers are"},{"startTime":1960.595,"endTime":1962.966,"body":"still, they're still around."},{"startTime":1963.414,"endTime":1968.337,"body":"They're, they're are, are just less jobs"},{"startTime":1963.414,"endTime":1968.337,"body":"for them doing labeling based off the"},{"startTime":1968.337,"endTime":1970.28,"body":"expertise they have in their career field."},{"startTime":1970.285,"endTime":1970.395,"body":"Yeah."},{"startTime":1970.566,"endTime":1972.566,"body":"This, which is the same thing as"},{"startTime":1970.566,"endTime":1972.566,"body":"medical is like there, there are"},{"startTime":1972.571,"endTime":1974.023,"body":"still doctors and nurses around."},{"startTime":1974.028,"endTime":1974.166,"body":"Sure."},{"startTime":1974.28,"endTime":1978.366,"body":"They're just spending, instead of spending"},{"startTime":1974.28,"endTime":1978.366,"body":"their day talking to people, now they're"},{"startTime":1978.371,"endTime":1981.309,"body":"spending their day doing labeling,"},{"startTime":1978.371,"endTime":1981.309,"body":"treating the model to the machine."},{"startTime":1981.395,"endTime":1981.68,"body":"Right."},{"startTime":1981.737,"endTime":1981.995,"body":"Yeah."},{"startTime":1982.566,"endTime":1983.88,"body":"Yeah, it's different jobs, right?"},{"startTime":1983.88,"endTime":1987.052,"body":"That's not the same job cuz"},{"startTime":1983.88,"endTime":1987.052,"body":"your job changes, doesn't it?"},{"startTime":1987.052,"endTime":1987.137,"body":"Right."},{"startTime":1987.137,"endTime":1988.737,"body":"Like in the testers example, right."},{"startTime":1988.766,"endTime":1993.48,"body":"Your job is not to now, you know, do"},{"startTime":1988.766,"endTime":1993.48,"body":"test scenarios and execute those, right?"},{"startTime":1993.485,"endTime":1993.509,"body":"Right."},{"startTime":1993.795,"endTime":1998.595,"body":"Your job is to basically arm"},{"startTime":1993.795,"endTime":1998.595,"body":"the machine with Right nuances"},{"startTime":1998.595,"endTime":1999.414,"body":"and whatever else, right?"},{"startTime":1999.814,"endTime":2002.909,"body":"So yeah, you're still gonna have"},{"startTime":1999.814,"endTime":2002.909,"body":"that, but that's not creating"},{"startTime":2002.909,"endTime":2004.309,"body":"new jobs necessarily, is it?"},{"startTime":2004.357,"endTime":2004.557,"body":"No."},{"startTime":2004.557,"endTime":2008.271,"body":"Well, well that, that particular"},{"startTime":2004.557,"endTime":2008.271,"body":"example is just moving the existing"},{"startTime":2008.271,"endTime":2010.585,"body":"jobs over into different areas."},{"startTime":2010.699,"endTime":2015.228,"body":"I mean, the, the, the three main"},{"startTime":2010.699,"endTime":2015.228,"body":"jobs that come with, building, models"},{"startTime":2015.933,"endTime":2021.637,"body":"are the, data scientists, the data"},{"startTime":2015.933,"endTime":2021.637,"body":"analysts, and the engineer, right?"},{"startTime":2021.69,"endTime":2026.947,"body":"Who is taking your data models"},{"startTime":2021.69,"endTime":2026.947,"body":"and, and programming it into actual"},{"startTime":2026.947,"endTime":2028.918,"body":"applications that serve an end user."},{"startTime":2029.547,"endTime":2029.69,"body":"Yeah."},{"startTime":2029.69,"endTime":2030.461,"body":"I agree with that."},{"startTime":2030.461,"endTime":2032.661,"body":"I don't think that those roles go away."},{"startTime":2033.071,"endTime":2036.699,"body":"you know, I think that in the, in the"},{"startTime":2033.071,"endTime":2036.699,"body":"category of creating new jobs, it,"},{"startTime":2036.814,"endTime":2041.328,"body":"it's gonna be those people that find"},{"startTime":2036.814,"endTime":2041.328,"body":"innovative ways to adapt the models."},{"startTime":2041.333,"endTime":2041.566,"body":"Right, right."},{"startTime":2041.728,"endTime":2042.518,"body":"To different industries."},{"startTime":2042.518,"endTime":2042.747,"body":"Right."},{"startTime":2043.042,"endTime":2043.843,"body":"That doesn't exist today."},{"startTime":2043.88,"endTime":2044.157,"body":"Yeah."},{"startTime":2044.557,"endTime":2047.414,"body":"Uh, or not to a great degree anyway."},{"startTime":2047.499,"endTime":2047.842,"body":"Yeah."},{"startTime":2048.014,"endTime":2049.185,"body":"Uh, so that may happen."},{"startTime":2049.385,"endTime":2051.928,"body":"People training, flight systems, right?"},{"startTime":2052.099,"endTime":2055.547,"body":"Where you can have, no human"},{"startTime":2052.099,"endTime":2055.547,"body":"powered flight basically, or even"},{"startTime":2055.718,"endTime":2059.69,"body":"like, like civilian airplanes"},{"startTime":2055.718,"endTime":2059.69,"body":"not flown by pilots, right?"},{"startTime":2060.099,"endTime":2063.152,"body":"flown by systems people"},{"startTime":2060.099,"endTime":2063.152,"body":"arming those systems, right?"},{"startTime":2063.476,"endTime":2065.648,"body":"so that, that's a different"},{"startTime":2063.476,"endTime":2065.648,"body":"role in that case, right?"},{"startTime":2065.653,"endTime":2068.304,"body":"You're not flying a plane,"},{"startTime":2065.653,"endTime":2068.304,"body":"but you're teaching the model."},{"startTime":2068.352,"endTime":2072.695,"body":"I like that we've wandered into human"},{"startTime":2068.352,"endTime":2072.695,"body":"powered flight that with an AI assist,"},{"startTime":2072.866,"endTime":2074.466,"body":"because I think that's what it is."},{"startTime":2074.637,"endTime":2080.009,"body":"Like the AI might be responsible for"},{"startTime":2074.637,"endTime":2080.009,"body":"literally everything while all of"},{"startTime":2080.009,"endTime":2083.009,"body":"the sensors and all of the data and"},{"startTime":2080.009,"endTime":2083.009,"body":"everything goes a hundred percent"},{"startTime":2083.009,"endTime":2085.037,"body":"according to what the model can deal with."},{"startTime":2085.533,"endTime":2090.876,"body":"The second that the model gets a"},{"startTime":2085.533,"endTime":2090.876,"body":"piece of information or data that"},{"startTime":2090.876,"endTime":2095.847,"body":"it can't deal with, it alerts"},{"startTime":2090.876,"endTime":2095.847,"body":"the human pilot to take over."},{"startTime":2096.018,"endTime":2096.676,"body":"To take over."},{"startTime":2096.818,"endTime":2096.933,"body":"Yeah."},{"startTime":2096.961,"endTime":2100.447,"body":"And, and like I, like I feel all"},{"startTime":2096.961,"endTime":2100.447,"body":"data systems, all these systems,"},{"startTime":2100.452,"endTime":2103.076,"body":"everything we talked about"},{"startTime":2100.452,"endTime":2103.076,"body":"today is the exact same thing."},{"startTime":2103.076,"endTime":2106.637,"body":"As soon as the model gets something"},{"startTime":2103.076,"endTime":2106.637,"body":"it can't deal with or also in our"},{"startTime":2106.642,"endTime":2109.495,"body":"conversation today, we haven't"},{"startTime":2106.642,"endTime":2109.495,"body":"baked nuance in this conversation."},{"startTime":2109.499,"endTime":2114.833,"body":"You can train the model to say if it's"},{"startTime":2109.499,"endTime":2114.833,"body":"over 50% confidence, medical, if the"},{"startTime":2114.833,"endTime":2121.576,"body":"model is not over 99.3% confidence,"},{"startTime":2114.833,"endTime":2121.576,"body":"then I'm gonna hand it off to a human."},{"startTime":2122.418,"endTime":2124.533,"body":"To say, what do you think about this?"},{"startTime":2124.533,"endTime":2124.59,"body":"Yeah."},{"startTime":2124.704,"endTime":2128.533,"body":"Here's the, here's the inputs I received,"},{"startTime":2124.704,"endTime":2128.533,"body":"here's the outputs that I'm saying."},{"startTime":2128.618,"endTime":2130.018,"body":"Here's the confidence level."},{"startTime":2130.047,"endTime":2132.933,"body":"Here's a reason I think that"},{"startTime":2130.047,"endTime":2132.933,"body":"confidence is off human."},{"startTime":2133.161,"endTime":2133.933,"body":"What do you think?"},{"startTime":2134.39,"endTime":2137.418,"body":"Like, it, it, it extends"},{"startTime":2134.39,"endTime":2137.418,"body":"your capability as a person."},{"startTime":2137.423,"endTime":2138.052,"body":"Yes."},{"startTime":2138.28,"endTime":2140.509,"body":"It allows you to handle more patience."},{"startTime":2140.766,"endTime":2141.366,"body":"Yes."},{"startTime":2141.566,"endTime":2142.795,"body":"It allows you to do more work."},{"startTime":2142.966,"endTime":2143.509,"body":"Yes."},{"startTime":2143.566,"endTime":2147.052,"body":"Just like moving from,"},{"startTime":2143.566,"endTime":2147.052,"body":"industrial revolution, right."},{"startTime":2147.195,"endTime":2149.509,"body":"Like that, that, that thing we were"},{"startTime":2147.195,"endTime":2149.509,"body":"talking about that we started with,"},{"startTime":2150.176,"endTime":2156.452,"body":"but it can't above a confidence level"},{"startTime":2150.176,"endTime":2156.452,"body":"that is baked into the application."},{"startTime":2157.152,"endTime":2159.78,"body":"It doesn't wanna make the"},{"startTime":2157.152,"endTime":2159.78,"body":"decision, it wants you to look"},{"startTime":2159.78,"endTime":2160.866,"body":"at it and double check its work."},{"startTime":2160.866,"endTime":2163.552,"body":"So I don't think you're getting"},{"startTime":2160.866,"endTime":2163.552,"body":"humans out of this period."},{"startTime":2163.552,"endTime":2163.952,"body":"No, that's true."},{"startTime":2163.952,"endTime":2164.38,"body":"That's true."},{"startTime":2164.38,"endTime":2167.695,"body":"It's also worth noting that, you"},{"startTime":2164.38,"endTime":2167.695,"body":"know, as it's doing that in those"},{"startTime":2167.699,"endTime":2172.095,"body":"cases where it doesn't have a, a, a"},{"startTime":2167.699,"endTime":2172.095,"body":"deterministic path just says, I don't"},{"startTime":2172.095,"endTime":2173.295,"body":"know what to do with this over to you."},{"startTime":2173.295,"endTime":2173.38,"body":"Right."},{"startTime":2173.609,"endTime":2176.866,"body":"It's learning based on your"},{"startTime":2173.609,"endTime":2176.866,"body":"decisions as a human too."},{"startTime":2176.866,"endTime":2177.009,"body":"Right."},{"startTime":2177.209,"endTime":2179.095,"body":"So if it feeds it back in, right."},{"startTime":2179.18,"endTime":2184.837,"body":"So over time it grows its"},{"startTime":2179.18,"endTime":2184.837,"body":"knowledge of whatever it's doing."},{"startTime":2184.842,"endTime":2184.885,"body":"Yeah."},{"startTime":2185.247,"endTime":2188.533,"body":"I'm not sure after the session is"},{"startTime":2185.247,"endTime":2188.533,"body":"over which side I'm on now, like"},{"startTime":2188.533,"endTime":2191.848,"body":"I, I I wanted to start on the side"},{"startTime":2188.533,"endTime":2191.848,"body":"of, ai it's not really a big thing."},{"startTime":2191.853,"endTime":2195.704,"body":"Like it's, it's, it's like a, a blip"},{"startTime":2191.853,"endTime":2195.704,"body":"on the radar in the information age."},{"startTime":2196.004,"endTime":2199.748,"body":"And, uh, I feel like I, I ended up"},{"startTime":2196.004,"endTime":2199.748,"body":"supporting it a lot more than I wanted to."},{"startTime":2199.753,"endTime":2200.023,"body":"Mm-hmm."},{"startTime":2200.604,"endTime":2204.957,"body":"You know, to say that otherwise, all, all"},{"startTime":2200.604,"endTime":2204.957,"body":"the data scientists and data analysts and"},{"startTime":2204.961,"endTime":2210.042,"body":"people that train the models and whatnot,"},{"startTime":2204.961,"endTime":2210.042,"body":"like they, they're still all to a certain"},{"startTime":2210.042,"endTime":2211.728,"body":"point trained in the industry mm-hmm."},{"startTime":2212.128,"endTime":2212.728,"body":"By experts."},{"startTime":2212.733,"endTime":2216.271,"body":"So the, those experts  become"},{"startTime":2212.733,"endTime":2216.271,"body":"less and less and less over time."},{"startTime":2216.566,"endTime":2216.966,"body":"That's true."},{"startTime":2217.023,"endTime":2221.766,"body":"And, and as, those experts decline"},{"startTime":2217.023,"endTime":2221.766,"body":"in, , just pure numbers over time,"},{"startTime":2222.233,"endTime":2223.718,"body":"it'll drive their salaries up."},{"startTime":2223.718,"endTime":2223.804,"body":"Mm-hmm."},{"startTime":2224.033,"endTime":2228.29,"body":"It'll drive their desirability up, , but"},{"startTime":2224.033,"endTime":2228.29,"body":"more jobs will open up for data scientists"},{"startTime":2228.29,"endTime":2231.633,"body":"and data analysts and data engineers and"},{"startTime":2228.29,"endTime":2231.633,"body":"software developers and stuff like that."},{"startTime":2231.861,"endTime":2232.861,"body":"But, uh, anyway."},{"startTime":2232.861,"endTime":2235.061,"body":"We'll let, let's, let's cut"},{"startTime":2232.861,"endTime":2235.061,"body":"to everyone for your, for your"},{"startTime":2235.061,"endTime":2236.318,"body":"exit thoughts on this topic."},{"startTime":2236.728,"endTime":2242.804,"body":"So I'll say that, I still feel like we"},{"startTime":2236.728,"endTime":2242.804,"body":"are in the infancy stages of this and that"},{"startTime":2242.804,"endTime":2250.661,"body":"we will in the next 1, 3, 5, 10 years,"},{"startTime":2242.804,"endTime":2250.661,"body":"look back at this time as a significantly"},{"startTime":2250.661,"endTime":2257.652,"body":"transitional point in the manner in which,"},{"startTime":2250.661,"endTime":2257.652,"body":"AI and machine learning, , I is integrated"},{"startTime":2257.652,"endTime":2262.909,"body":"into our lives and I would, I would highly"},{"startTime":2257.652,"endTime":2262.909,"body":"encourage people to truly learn about it."},{"startTime":2262.914,"endTime":2263.852,"body":"Do a little research."},{"startTime":2263.852,"endTime":2263.937,"body":"Sure."},{"startTime":2263.966,"endTime":2264.88,"body":"It's not hard."},{"startTime":2264.88,"endTime":2265.966,"body":"Go onto YouTube."},{"startTime":2266.08,"endTime":2266.166,"body":"Yeah."},{"startTime":2266.623,"endTime":2269.823,"body":"learn a little bit about how"},{"startTime":2266.623,"endTime":2269.823,"body":"these models actually work."},{"startTime":2269.823,"endTime":2273.709,"body":"And I think that you, if, if"},{"startTime":2269.823,"endTime":2273.709,"body":"you're not already learning about"},{"startTime":2273.709,"endTime":2275.852,"body":"it, it won't be quite so scary."},{"startTime":2276.195,"endTime":2277.357,"body":"And, yeah."},{"startTime":2277.357,"endTime":2281.985,"body":"Educate, learn about it and, and jump"},{"startTime":2277.357,"endTime":2281.985,"body":"on board because it's not going away."},{"startTime":2282.037,"endTime":2285.609,"body":"The wrap up for me is this, is,"},{"startTime":2282.037,"endTime":2285.609,"body":"don't, don't be afraid of it."},{"startTime":2285.609,"endTime":2287.552,"body":"It's not coming out to"},{"startTime":2285.609,"endTime":2287.552,"body":"get you first of all."},{"startTime":2287.628,"endTime":2291.514,"body":"It is going to be a little bit"},{"startTime":2287.628,"endTime":2291.514,"body":"rocky initially, as Stormy said,"},{"startTime":2291.514,"endTime":2296.914,"body":"it's gonna be rocky, but just think"},{"startTime":2291.514,"endTime":2296.914,"body":"about this as a natural evolution of"},{"startTime":2297.228,"endTime":2299.114,"body":"knowledge work, that that's all it is."},{"startTime":2299.118,"endTime":2299.133,"body":"Mm-hmm."},{"startTime":2299.209,"endTime":2299.857,"body":"At this stage."},{"startTime":2299.914,"endTime":2299.999,"body":"Mm-hmm."},{"startTime":2300.342,"endTime":2302.714,"body":"Does that mean it's gonna"},{"startTime":2300.342,"endTime":2302.714,"body":"stay that way going forward?"},{"startTime":2302.714,"endTime":2303.771,"body":"Who knows, right?"},{"startTime":2303.818,"endTime":2306.618,"body":"I'm not gonna say that cause I don't"},{"startTime":2303.818,"endTime":2306.618,"body":"profess to know the future, but for"},{"startTime":2306.618,"endTime":2308.504,"body":"now, it's not going to be that way."},{"startTime":2308.504,"endTime":2311.476,"body":"It behooves you to kind of"},{"startTime":2308.504,"endTime":2311.476,"body":"get familiar with it though."},{"startTime":2311.742,"endTime":2313.647,"body":"That's, that's a wrap for us, well done."},{"startTime":2313.676,"endTime":2317.961,"body":"Please subscribe and like, and smash that"},{"startTime":2313.676,"endTime":2317.961,"body":"button down below or whatever you do."},{"startTime":2318.304,"endTime":2320.371,"body":"If you have a question and"},{"startTime":2318.304,"endTime":2320.371,"body":"go to ArguingAgile.com."},{"startTime":2320.39,"endTime":2324.076,"body":"There's a form on the website and"},{"startTime":2320.39,"endTime":2324.076,"body":"we'd be happy to answer your question."},{"startTime":2324.128,"endTime":2324.756,"body":"Live on the podcast."},{"startTime":2325.194,"endTime":2326.756,"body":"And it's all free of charge."},{"startTime":2326.842,"endTime":2328.185,"body":"And it's all free of charge."},{"startTime":2328.213,"endTime":2329.042,"body":"Live on the podcast."},{"startTime":2329.042,"endTime":2330.385,"body":"That's not totally not live at all."},{"startTime":2330.432,"endTime":2331.69,"body":"But it was live when it was recording."},{"startTime":2331.69,"endTime":2333.775,"body":"It was live at some point in that way."},{"startTime":2333.775,"endTime":2335.29,"body":"That's, we were alive"},{"startTime":2333.775,"endTime":2335.29,"body":"at some point in time."}]}