Advances In Chemistry With AI-transcript.txt

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<font color="#00ff00">We</font> all have a love and hate relationship with AI,

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We <font color="#00ff00">all</font> have a love and hate relationship with AI,

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We all <font color="#00ff00">have</font> a love and hate relationship with AI,

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We all have <font color="#00ff00">a</font> love and hate relationship with AI,

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We all have a <font color="#00ff00">love</font> and hate relationship with AI,

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We all have a love <font color="#00ff00">and</font> hate relationship with AI,

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We all have a love and <font color="#00ff00">hate</font> relationship with AI,

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We all have a love and hate relationship with AI,

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We all have a love and hate <font color="#00ff00">relationship</font> with AI,

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We all have a love and hate relationship with AI,

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We all have a love and hate relationship <font color="#00ff00">with</font> AI,

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We all have a love and hate relationship with <font color="#00ff00">AI,</font>

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<font color="#00ff00">whether</font> it's cranking out the essay,

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whether <font color="#00ff00">it's</font> cranking out the essay,

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whether it's cranking out the essay,

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whether it's <font color="#00ff00">cranking</font> out the essay,

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whether it's cranking <font color="#00ff00">out</font> the essay,

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whether it's cranking out <font color="#00ff00">the</font> essay,

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whether it's cranking out the <font color="#00ff00">essay,</font>

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<font color="#00ff00">do</font> in one minute

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do <font color="#00ff00">in</font> one minute

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do in <font color="#00ff00">one</font> minute

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do in one <font color="#00ff00">minute</font>

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<font color="#00ff00">or</font> generally a lessened plan in seconds.

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or <font color="#00ff00">generally</font> a lessened plan in seconds.

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or generally <font color="#00ff00">a</font> lessened plan in seconds.

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or generally a <font color="#00ff00">lessened</font> plan in seconds.

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or generally a lessened <font color="#00ff00">plan</font> in seconds.

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or generally a lessened plan <font color="#00ff00">in</font> seconds.

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or generally a lessened plan in <font color="#00ff00">seconds.</font>

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<font color="#00ff00">But</font> have you ever stopped to think

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But <font color="#00ff00">have</font> you ever stopped to think

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But have <font color="#00ff00">you</font> ever stopped to think

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But have you <font color="#00ff00">ever</font> stopped to think

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But have you ever <font color="#00ff00">stopped</font> to think

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But have you ever stopped to think

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But have you ever stopped <font color="#00ff00">to</font> think

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But have you ever stopped to <font color="#00ff00">think</font>

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<font color="#00ff00">about</font> how AI is

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about <font color="#00ff00">how</font> AI is

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about how <font color="#00ff00">AI</font> is

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about how AI <font color="#00ff00">is</font>

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<font color="#00ff00">quietly</font> revolutionizing

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quietly <font color="#00ff00">revolutionizing</font>

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<font color="#00ff00">the</font> entire chemical industry from designing life saving drugs

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the <font color="#00ff00">entire</font> chemical industry from designing life saving drugs

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the entire <font color="#00ff00">chemical</font> industry from designing life saving drugs

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the entire chemical <font color="#00ff00">industry</font> from designing life saving drugs

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the entire chemical industry <font color="#00ff00">from</font> designing life saving drugs

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the entire chemical industry from <font color="#00ff00">designing</font> life saving drugs

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the entire chemical industry from designing <font color="#00ff00">life</font> saving drugs

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the entire chemical industry from designing life <font color="#00ff00">saving</font> drugs

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the entire chemical industry from designing life saving <font color="#00ff00">drugs</font>

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<font color="#00ff00">to</font> predicting how molecule behave,

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to predicting how molecule behave,

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to <font color="#00ff00">predicting</font> how molecule behave,

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to predicting how molecule behave,

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to predicting <font color="#00ff00">how</font> molecule behave,

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to predicting how <font color="#00ff00">molecule</font> behave,

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to predicting how molecule <font color="#00ff00">behave,</font>

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<font color="#00ff00">AI</font> is changing chemistry in ways

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AI <font color="#00ff00">is</font> changing chemistry in ways

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AI is changing chemistry in ways

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AI is <font color="#00ff00">changing</font> chemistry in ways

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AI is changing <font color="#00ff00">chemistry</font> in ways

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AI is changing chemistry <font color="#00ff00">in</font> ways

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AI is changing chemistry in <font color="#00ff00">ways</font>

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<font color="#00ff00">that</font> we've never imagined before.

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that <font color="#00ff00">we've</font> never imagined before.

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that we've <font color="#00ff00">never</font> imagined before.

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that we've never <font color="#00ff00">imagined</font> before.

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that we've never imagined <font color="#00ff00">before.</font>

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<font color="#00ff00">And</font> that's exactly what I'm going to explore today.

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And <font color="#00ff00">that's</font> exactly what I'm going to explore today.

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And that's <font color="#00ff00">exactly</font> what I'm going to explore today.

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And that's exactly what I'm going to explore today.

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And that's exactly <font color="#00ff00">what</font> I'm going to explore today.

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And that's exactly what <font color="#00ff00">I'm</font> going to explore today.

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And that's exactly what I'm <font color="#00ff00">going</font> to explore today.

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And that's exactly what I'm going <font color="#00ff00">to</font> explore today.

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And that's exactly what I'm going to explore today.

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And that's exactly what I'm going to <font color="#00ff00">explore</font> today.

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And that's exactly what I'm going to explore <font color="#00ff00">today.</font>

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<font color="#00ff00">And</font> as you know, I may hurt and

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And <font color="#00ff00">as</font> you know, I may hurt and

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And as <font color="#00ff00">you</font> know, I may hurt and

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And as you <font color="#00ff00">know,</font> I may hurt and

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And as you know, I may hurt and

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And as you know, <font color="#00ff00">I</font> may hurt and

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And as you know, I <font color="#00ff00">may</font> hurt and

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And as you know, I may <font color="#00ff00">hurt</font> and

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And as you know, I may hurt and

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And as you know, I may hurt <font color="#00ff00">and</font>

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<font color="#00ff00">welcome</font> to my presentation on advances in chemistry

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welcome <font color="#00ff00">to</font> my presentation on advances in chemistry

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welcome to <font color="#00ff00">my</font> presentation on advances in chemistry

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welcome to my <font color="#00ff00">presentation</font> on advances in chemistry

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welcome to my presentation <font color="#00ff00">on</font> advances in chemistry

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welcome to my presentation on advances in chemistry

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welcome to my presentation on <font color="#00ff00">advances</font> in chemistry

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welcome to my presentation on advances <font color="#00ff00">in</font> chemistry

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welcome to my presentation on advances in <font color="#00ff00">chemistry</font>

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<font color="#00ff00">with</font> AI. So let's start with a simple question.

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with <font color="#00ff00">AI.</font> So let's start with a simple question.

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with AI. So let's start with a simple question.

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with AI. <font color="#00ff00">So</font> let's start with a simple question.

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with AI. So <font color="#00ff00">let's</font> start with a simple question.

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with AI. So let's <font color="#00ff00">start</font> with a simple question.

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with AI. So let's start <font color="#00ff00">with</font> a simple question.

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with AI. So let's start with <font color="#00ff00">a</font> simple question.

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with AI. So let's start with a <font color="#00ff00">simple</font> question.

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with AI. So let's start with a simple <font color="#00ff00">question.</font>

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<font color="#00ff00">What</font> is AI?

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What <font color="#00ff00">is</font> AI?

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What is <font color="#00ff00">AI?</font>

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<font color="#00ff00">What</font> is actually artificial intelligence?

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What <font color="#00ff00">is</font> actually artificial intelligence?

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What is actually artificial intelligence?

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What is <font color="#00ff00">actually</font> artificial intelligence?

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What is actually <font color="#00ff00">artificial</font> intelligence?

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What is actually artificial <font color="#00ff00">intelligence?</font>

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<font color="#00ff00">You know,</font>

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<font color="#00ff00">so</font> AI refers to computer systems.

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so <font color="#00ff00">AI</font> refers to computer systems.

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so AI <font color="#00ff00">refers</font> to computer systems.

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so AI refers <font color="#00ff00">to</font> computer systems.

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so AI refers to computer systems.

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so AI refers to <font color="#00ff00">computer</font> systems.

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so AI refers to computer <font color="#00ff00">systems.</font>

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<font color="#00ff00">Which</font> are designed to perform tasks that

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Which <font color="#00ff00">are</font> designed to perform tasks that

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Which are <font color="#00ff00">designed</font> to perform tasks that

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Which are designed <font color="#00ff00">to</font> perform tasks that

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Which are designed to <font color="#00ff00">perform</font> tasks that

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Which are designed to perform <font color="#00ff00">tasks</font> that

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Which are designed to perform tasks <font color="#00ff00">that</font>

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<font color="#00ff00">typically</font> require human intelligence.

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typically <font color="#00ff00">require</font> human intelligence.

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typically require <font color="#00ff00">human</font> intelligence.

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typically require human <font color="#00ff00">intelligence.</font>

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<font color="#00ff00">And</font> they learn from experience,

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And <font color="#00ff00">they</font> learn from experience,

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And they <font color="#00ff00">learn</font> from experience,

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And they learn <font color="#00ff00">from</font> experience,

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And they learn from <font color="#00ff00">experience,</font>

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<font color="#00ff00">recognizing</font> patterns,

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recognizing <font color="#00ff00">patterns,</font>

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<font color="#00ff00">making</font> decisions and even understanding the language.

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making <font color="#00ff00">decisions</font> and even understanding the language.

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making decisions <font color="#00ff00">and</font> even understanding the language.

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making decisions and <font color="#00ff00">even</font> understanding the language.

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making decisions and even <font color="#00ff00">understanding</font> the language.

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making decisions and even understanding <font color="#00ff00">the</font> language.

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making decisions and even understanding the <font color="#00ff00">language.</font>

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<font color="#00ff00">But</font> in chemistry,

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But <font color="#00ff00">in</font> chemistry,

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But in <font color="#00ff00">chemistry,</font>

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<font color="#00ff00">AI</font> isn't just a buzzword.

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AI <font color="#00ff00">isn't</font> just a buzzword.

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AI isn't just a buzzword.

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AI isn't <font color="#00ff00">just</font> a buzzword.

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AI isn't just <font color="#00ff00">a</font> buzzword.

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AI isn't just a <font color="#00ff00">buzzword.</font>

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<font color="#00ff00">It's</font> a practical toolkit that helps to scientists

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It's <font color="#00ff00">a</font> practical toolkit that helps to scientists

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It's a practical toolkit that helps to scientists

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It's a <font color="#00ff00">practical</font> toolkit that helps to scientists

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It's a practical <font color="#00ff00">toolkit</font> that helps to scientists

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It's a practical toolkit that helps to scientists

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It's a practical toolkit <font color="#00ff00">that</font> helps to scientists

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It's a practical toolkit that <font color="#00ff00">helps</font> to scientists

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It's a practical toolkit that helps <font color="#00ff00">to</font> scientists

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It's a practical toolkit that helps to scientists

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It's a practical toolkit that helps to <font color="#00ff00">scientists</font>

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<font color="#00ff00">predict</font> molecular properties,

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predict <font color="#00ff00">molecular</font> properties,

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predict molecular <font color="#00ff00">properties,</font>

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<font color="#00ff00">design</font> new drugs,

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design <font color="#00ff00">new</font> drugs,

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design new <font color="#00ff00">drugs,</font>

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<font color="#00ff00">plans, and the</font>

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<font color="#00ff00">systems</font> that synthesis routes and analyze massive reaction data sets.

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systems <font color="#00ff00">that synthesis</font> routes and analyze massive reaction data sets.

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systems that synthesis <font color="#00ff00">routes</font> and analyze massive reaction data sets.

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systems that synthesis routes <font color="#00ff00">and</font> analyze massive reaction data sets.

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systems that synthesis routes and analyze massive reaction data sets.

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systems that synthesis routes and <font color="#00ff00">analyze</font> massive reaction data sets.

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systems that synthesis routes and analyze <font color="#00ff00">massive</font> reaction data sets.

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systems that synthesis routes and analyze massive <font color="#00ff00">reaction</font> data sets.

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systems that synthesis routes and analyze massive reaction data sets.

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systems that synthesis routes and analyze massive reaction <font color="#00ff00">data</font> sets.

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systems that synthesis routes and analyze massive reaction data <font color="#00ff00">sets.</font>

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<font color="#00ff00">So there</font> is different types of AI models.

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So there <font color="#00ff00">is</font> different types of AI models.

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So there is different types of AI models.

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So there is <font color="#00ff00">different</font> types of AI models.

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So there is different <font color="#00ff00">types</font> of AI models.

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So there is different types <font color="#00ff00">of</font> AI models.

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So there is different types of AI models.

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So there is different types of <font color="#00ff00">AI</font> models.

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So there is different types of AI <font color="#00ff00">models.</font>

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<font color="#00ff00">So</font> what AI models are chemists actually using today.

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So <font color="#00ff00">what</font> AI models are chemists actually using today.

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So what <font color="#00ff00">AI</font> models are chemists actually using today.

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So what AI <font color="#00ff00">models</font> are chemists actually using today.

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So what AI models <font color="#00ff00">are</font> chemists actually using today.

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So what AI models are chemists actually using today.

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So what AI models are <font color="#00ff00">chemists</font> actually using today.

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So what AI models are chemists actually using today.

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So what AI models are chemists <font color="#00ff00">actually</font> using today.

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So what AI models are chemists actually <font color="#00ff00">using</font> today.

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So what AI models are chemists actually using <font color="#00ff00">today.</font>

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<font color="#00ff00">Now</font> let's, let's break it down.

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Now <font color="#00ff00">let's,</font> let's break it down.

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Now let's, let's break it down.

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Now let's, <font color="#00ff00">let's</font> break it down.

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Now let's, let's <font color="#00ff00">break</font> it down.

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Now let's, let's break <font color="#00ff00">it</font> down.

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Now let's, let's break it <font color="#00ff00">down.</font>

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<font color="#00ff00">Here's</font> a visualization

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Here's <font color="#00ff00">a</font> visualization

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Here's a <font color="#00ff00">visualization</font>

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<font color="#00ff00">showing</font> how AI model performance has evolved over time.

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showing <font color="#00ff00">how</font> AI model performance has evolved over time.

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showing how <font color="#00ff00">AI</font> model performance has evolved over time.

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showing how AI <font color="#00ff00">model</font> performance has evolved over time.

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showing how AI model <font color="#00ff00">performance</font> has evolved over time.

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showing how AI model performance <font color="#00ff00">has</font> evolved over time.

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showing how AI model performance has evolved over time.

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showing how AI model performance has <font color="#00ff00">evolved</font> over time.

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showing how AI model performance has evolved <font color="#00ff00">over</font> time.

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showing how AI model performance has evolved over <font color="#00ff00">time.</font>

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<font color="#00ff00">And</font> there are several key model types.

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And <font color="#00ff00">there</font> are several key model types.

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And there <font color="#00ff00">are</font> several key model types.

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And there are <font color="#00ff00">several</font> key model types.

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And there are several <font color="#00ff00">key</font> model types.

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And there are several key <font color="#00ff00">model</font> types.

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And there are several key model <font color="#00ff00">types.</font>

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<font color="#00ff00">Number</font> one, we have neural networks

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Number <font color="#00ff00">one,</font> we have neural networks

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Number one, we have neural networks

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Number one, <font color="#00ff00">we</font> have neural networks

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Number one, we <font color="#00ff00">have</font> neural networks

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Number one, we have <font color="#00ff00">neural</font> networks

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Number one, we have neural <font color="#00ff00">networks</font>

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<font color="#00ff00">for</font> property prediction.

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for <font color="#00ff00">property</font> prediction.

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for property <font color="#00ff00">prediction.</font>

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<font color="#00ff00">Number</font> two, we have graph.

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Number <font color="#00ff00">two,</font> we have graph.

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Number two, we have graph.

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Number two, <font color="#00ff00">we</font> have graph.

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Number two, we <font color="#00ff00">have</font> graph.

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Number two, we have <font color="#00ff00">graph.</font>

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<font color="#00ff00">Neural</font> networks

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Neural networks

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Neural <font color="#00ff00">networks</font>

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<font color="#00ff00">that</font> understand molecular structures

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that <font color="#00ff00">understand</font> molecular structures

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that understand <font color="#00ff00">molecular</font> structures

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that understand molecular <font color="#00ff00">structures</font>

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<font color="#00ff00">and</font> transformers that treat molecules like a language.

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and <font color="#00ff00">transformers</font> that treat molecules like a language.

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and transformers <font color="#00ff00">that</font> treat molecules like a language.

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and transformers that treat molecules like a language.

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and transformers that <font color="#00ff00">treat</font> molecules like a language.

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and transformers that treat <font color="#00ff00">molecules</font> like a language.

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and transformers that treat molecules <font color="#00ff00">like</font> a language.

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and transformers that treat molecules like a language.

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and transformers that treat molecules like <font color="#00ff00">a</font> language.

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and transformers that treat molecules like a <font color="#00ff00">language.</font>

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<font color="#00ff00">So here's</font> what a neural networks

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So here's <font color="#00ff00">what</font> a neural networks

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So here's what <font color="#00ff00">a</font> neural networks

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So here's what a <font color="#00ff00">neural</font> networks

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So here's what a neural <font color="#00ff00">networks</font>

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<font color="#00ff00">architectural</font> looks like.

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architectural <font color="#00ff00">looks</font> like.

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architectural looks <font color="#00ff00">like.</font>

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<font color="#00ff00">The</font> building block

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The <font color="#00ff00">building</font> block

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The building <font color="#00ff00">block</font>

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<font color="#00ff00">of</font> modern chemical AI. So unlike traditional

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of <font color="#00ff00">modern</font> chemical AI. So unlike traditional

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of modern <font color="#00ff00">chemical</font> AI. So unlike traditional

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of modern chemical <font color="#00ff00">AI.</font> So unlike traditional

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of modern chemical AI. So unlike traditional

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of modern chemical AI. <font color="#00ff00">So</font> unlike traditional

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of modern chemical AI. So <font color="#00ff00">unlike</font> traditional

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of modern chemical AI. So unlike <font color="#00ff00">traditional</font>

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<font color="#00ff00">computers</font> that follow explicit rules.

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computers <font color="#00ff00">that</font> follow explicit rules.

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computers that <font color="#00ff00">follow</font> explicit rules.

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computers that follow <font color="#00ff00">explicit</font> rules.

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computers that follow explicit <font color="#00ff00">rules.</font>

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<font color="#00ff00">And</font> they're just built of of transistors.

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And <font color="#00ff00">they're</font> just built of of transistors.

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And they're <font color="#00ff00">just</font> built of of transistors.

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And they're just <font color="#00ff00">built</font> of of transistors.

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And they're just built <font color="#00ff00">of</font> of transistors.

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And they're just built of of transistors.

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And they're just built of <font color="#00ff00">of</font> transistors.

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And they're just built of of <font color="#00ff00">transistors.</font>

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<font color="#00ff00">These</font> AI models actually learn from data.

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These <font color="#00ff00">AI</font> models actually learn from data.

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These AI <font color="#00ff00">models</font> actually learn from data.

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These AI models <font color="#00ff00">actually</font> learn from data.

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These AI models actually <font color="#00ff00">learn</font> from data.

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These AI models actually learn <font color="#00ff00">from</font> data.

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These AI models actually learn from <font color="#00ff00">data.</font>

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<font color="#00ff00">So</font> they train.

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So <font color="#00ff00">they</font> train.

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So they <font color="#00ff00">train.</font>

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<font color="#00ff00">It's a very, very interesting thing.</font>

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<font color="#00ff00">The</font> neural network on millions of molecules.

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The <font color="#00ff00">neural</font> network on millions of molecules.

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The neural <font color="#00ff00">network</font> on millions of molecules.

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The neural network <font color="#00ff00">on</font> millions of molecules.

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The neural network on <font color="#00ff00">millions</font> of molecules.

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The neural network on millions <font color="#00ff00">of</font> molecules.

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The neural network on millions of <font color="#00ff00">molecules.</font>

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<font color="#00ff00">So a</font> neural network is a type of

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So a <font color="#00ff00">neural</font> network is a type of

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So a neural <font color="#00ff00">network</font> is a type of

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So a neural network is a type of

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So a neural network <font color="#00ff00">is</font> a type of

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So a neural network is <font color="#00ff00">a</font> type of

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So a neural network is a <font color="#00ff00">type</font> of

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So a neural network is a type <font color="#00ff00">of</font>

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<font color="#00ff00">long</font> branches of data set change.

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long <font color="#00ff00">branches</font> of data set change.

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long branches <font color="#00ff00">of</font> data set change.

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long branches of data set change.

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long branches of <font color="#00ff00">data</font> set change.

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long branches of data <font color="#00ff00">set</font> change.

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long branches of data set <font color="#00ff00">change.</font>

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<font color="#00ff00">And</font> it allows the AI to

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And <font color="#00ff00">it</font> allows the AI to

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And it <font color="#00ff00">allows</font> the AI to

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And it allows <font color="#00ff00">the</font> AI to

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And it allows the <font color="#00ff00">AI</font> to

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And it allows the AI <font color="#00ff00">to</font>

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<font color="#00ff00">think</font> and go in different directions.

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think <font color="#00ff00">and</font> go in different directions.

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think and <font color="#00ff00">go</font> in different directions.

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think and go <font color="#00ff00">in</font> different directions.

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think and go in <font color="#00ff00">different</font> directions.

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think and go in different <font color="#00ff00">directions.</font>

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<font color="#00ff00">It's</font> like a brain.

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It's <font color="#00ff00">like</font> a brain.

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It's like <font color="#00ff00">a</font> brain.

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It's like a <font color="#00ff00">brain.</font>

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<font color="#00ff00">And</font> it can predict properties of

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And <font color="#00ff00">it</font> can predict properties of

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And it <font color="#00ff00">can</font> predict properties of

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And it can <font color="#00ff00">predict</font> properties of

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And it can predict <font color="#00ff00">properties</font> of

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And it can predict properties <font color="#00ff00">of</font>

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<font color="#00ff00">compounds</font> that it's never seen before

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compounds <font color="#00ff00">that</font> it's never seen before

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compounds that it's never seen before

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compounds that <font color="#00ff00">it's</font> never seen before

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compounds that it's <font color="#00ff00">never</font> seen before

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compounds that it's never <font color="#00ff00">seen</font> before

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compounds that it's never seen <font color="#00ff00">before</font>

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<font color="#00ff00">using</font> certain rules we have in chemistry.

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using <font color="#00ff00">certain</font> rules we have in chemistry.

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using certain <font color="#00ff00">rules</font> we have in chemistry.

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using certain rules <font color="#00ff00">we</font> have in chemistry.

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using certain rules we <font color="#00ff00">have</font> in chemistry.

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using certain rules we have <font color="#00ff00">in</font> chemistry.

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using certain rules we have in <font color="#00ff00">chemistry.</font>

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<font color="#00ff00">It</font> knows all the exceptions.

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It <font color="#00ff00">knows</font> all the exceptions.

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It knows <font color="#00ff00">all</font> the exceptions.

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It knows all <font color="#00ff00">the</font> exceptions.

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It knows all the <font color="#00ff00">exceptions.</font>

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<font color="#00ff00">All</font> the rules that we have learned so far in chemistry.

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All <font color="#00ff00">the</font> rules that we have learned so far in chemistry.

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All the <font color="#00ff00">rules</font> that we have learned so far in chemistry.

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All the rules <font color="#00ff00">that</font> we have learned so far in chemistry.

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All the rules that <font color="#00ff00">we</font> have learned so far in chemistry.

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All the rules that we <font color="#00ff00">have</font> learned so far in chemistry.

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All the rules that we have <font color="#00ff00">learned</font> so far in chemistry.

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All the rules that we have learned <font color="#00ff00">so</font> far in chemistry.

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All the rules that we have learned so <font color="#00ff00">far</font> in chemistry.

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All the rules that we have learned so far <font color="#00ff00">in</font> chemistry.

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All the rules that we have learned so far in <font color="#00ff00">chemistry.</font>

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<font color="#00ff00">Now</font> let's trace it back to how AI in chemistry has evolved.

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Now <font color="#00ff00">let's</font> trace it back to how AI in chemistry has evolved.

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Now let's <font color="#00ff00">trace</font> it back to how AI in chemistry has evolved.

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Now let's trace <font color="#00ff00">it</font> back to how AI in chemistry has evolved.

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Now let's trace it <font color="#00ff00">back</font> to how AI in chemistry has evolved.

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Now let's trace it back to how AI in chemistry has evolved.

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Now let's trace it back <font color="#00ff00">to</font> how AI in chemistry has evolved.

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Now let's trace it back to <font color="#00ff00">how</font> AI in chemistry has evolved.

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Now let's trace it back to how <font color="#00ff00">AI</font> in chemistry has evolved.

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Now let's trace it back to how AI <font color="#00ff00">in</font> chemistry has evolved.

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Now let's trace it back to how AI in <font color="#00ff00">chemistry</font> has evolved.

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Now let's trace it back to how AI in chemistry has evolved.

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Now let's trace it back to how AI in chemistry <font color="#00ff00">has</font> evolved.

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Now let's trace it back to how AI in chemistry has <font color="#00ff00">evolved.</font>

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<font color="#00ff00">And</font> this didn't happen overnight.

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And <font color="#00ff00">this</font> didn't happen overnight.

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00:03:02,840 --> 00:03:03,320
And this <font color="#00ff00">didn't</font> happen overnight.

407
00:03:03,320 --> 00:03:03,640
And this didn't <font color="#00ff00">happen</font> overnight.

408
00:03:03,640 --> 00:03:04,180
And this didn't happen <font color="#00ff00">overnight.</font>

409
00:03:04,760 --> 00:03:04,900
<font color="#00ff00">Believe</font> it or not,

410
00:03:04,900 --> 00:03:05,020
Believe <font color="#00ff00">it</font> or not,

411
00:03:05,020 --> 00:03:05,100
Believe it <font color="#00ff00">or</font> not,

412
00:03:05,100 --> 00:03:05,300
Believe it or <font color="#00ff00">not,</font>

413
00:03:05,940 --> 00:03:06,040
<font color="#00ff00">it</font> started in the ancient periods of 1980s and

414
00:03:06,040 --> 00:03:06,300
it <font color="#00ff00">started</font> in the ancient periods of 1980s and

415
00:03:06,300 --> 00:03:06,860
it started <font color="#00ff00">in</font> the ancient periods of 1980s and

416
00:03:06,860 --> 00:03:07,300
it started in <font color="#00ff00">the</font> ancient periods of 1980s and

417
00:03:07,300 --> 00:03:07,620
it started in the <font color="#00ff00">ancient</font> periods of 1980s and

418
00:03:07,620 --> 00:03:08,100
it started in the ancient <font color="#00ff00">periods</font> of 1980s and

419
00:03:08,100 --> 00:03:08,360
it started in the ancient periods <font color="#00ff00">of</font> 1980s and

420
00:03:08,360 --> 00:03:08,740
it started in the ancient periods of 1980s and

421
00:03:08,740 --> 00:03:09,640
it started in the ancient periods of <font color="#00ff00">1980s</font> and

422
00:03:09,640 --> 00:03:09,720
it started in the ancient periods of 1980s <font color="#00ff00">and</font>

423
00:03:09,720 --> 00:03:10,320
<font color="#00ff00">1990s.</font> We have had rule-based expert systems.

424
00:03:10,320 --> 00:03:10,900
1990s. We have had rule-based expert systems.

425
00:03:10,900 --> 00:03:11,080
1990s. <font color="#00ff00">We</font> have had rule-based expert systems.

426
00:03:11,080 --> 00:03:11,680
1990s. We <font color="#00ff00">have</font> had rule-based expert systems.

427
00:03:11,680 --> 00:03:12,000
1990s. We have <font color="#00ff00">had</font> rule-based expert systems.

428
00:03:12,000 --> 00:03:12,340
1990s. We have had rule-based expert systems.

429
00:03:12,340 --> 00:03:12,580
1990s. We have had <font color="#00ff00">rule</font>-based expert systems.

430
00:03:12,580 --> 00:03:12,880
1990s. We have had rule<font color="#00ff00">-based</font> expert systems.

431
00:03:12,880 --> 00:03:13,360
1990s. We have had rule-based <font color="#00ff00">expert</font> systems.

432
00:03:13,360 --> 00:03:13,500
1990s. We have had rule-based expert <font color="#00ff00">systems.</font>

433
00:03:14,220 --> 00:03:14,540
<font color="#00ff00">Basically</font> chemists wrote down rules and computers follow them.

434
00:03:14,540 --> 00:03:15,300
Basically <font color="#00ff00">chemists</font> wrote down rules and computers follow them.

435
00:03:15,300 --> 00:03:15,680
Basically chemists wrote down rules and computers follow them.

436
00:03:15,680 --> 00:03:15,800
Basically chemists <font color="#00ff00">wrote</font> down rules and computers follow them.

437
00:03:15,800 --> 00:03:16,160
Basically chemists wrote <font color="#00ff00">down</font> rules and computers follow them.

438
00:03:16,160 --> 00:03:16,580
Basically chemists wrote down <font color="#00ff00">rules</font> and computers follow them.

439
00:03:16,580 --> 00:03:17,020
Basically chemists wrote down rules <font color="#00ff00">and</font> computers follow them.

440
00:03:17,020 --> 00:03:17,420
Basically chemists wrote down rules and <font color="#00ff00">computers</font> follow them.

441
00:03:17,420 --> 00:03:17,900
Basically chemists wrote down rules and computers <font color="#00ff00">follow</font> them.

442
00:03:17,900 --> 00:03:18,000
Basically chemists wrote down rules and computers follow <font color="#00ff00">them.</font>

443
00:03:18,980 --> 00:03:19,240
<font color="#00ff00">Simple</font> but inflexible.

444
00:03:19,240 --> 00:03:19,620
Simple <font color="#00ff00">but</font> inflexible.

445
00:03:19,620 --> 00:03:20,570
Simple but <font color="#00ff00">inflexible.</font>

446
00:03:21,880 --> 00:03:22,020
<font color="#00ff00">By</font> the 2000s statistical machines emerged.

447
00:03:22,020 --> 00:03:22,200
By <font color="#00ff00">the</font> 2000s statistical machines emerged.

448
00:03:22,200 --> 00:03:22,300
By the 2000s statistical machines emerged.

449
00:03:22,300 --> 00:03:23,060
By the <font color="#00ff00">2000s</font> statistical machines emerged.

450
00:03:23,060 --> 00:03:23,360
By the 2000s statistical machines emerged.

451
00:03:23,360 --> 00:03:23,600
By the 2000s <font color="#00ff00">statistical</font> machines emerged.

452
00:03:23,600 --> 00:03:23,680
By the 2000s statistical machines emerged.

453
00:03:23,680 --> 00:03:24,160
By the 2000s statistical <font color="#00ff00">machines</font> emerged.

454
00:03:24,160 --> 00:03:25,140
By the 2000s statistical machines <font color="#00ff00">emerged.</font>

455
00:03:25,880 --> 00:03:25,980
<font color="#00ff00">And</font> models.

456
00:03:25,980 --> 00:03:26,420
And <font color="#00ff00">models.</font>

457
00:03:26,520 --> 00:03:26,600
<font color="#00ff00">And</font> models learned patterns from data.

458
00:03:26,600 --> 00:03:26,980
And <font color="#00ff00">models learned</font> patterns from data.

459
00:03:26,980 --> 00:03:27,580
And models learned <font color="#00ff00">patterns</font> from data.

460
00:03:27,580 --> 00:03:27,880
And models learned patterns from data.

461
00:03:27,880 --> 00:03:27,980
And models learned patterns <font color="#00ff00">from</font> data.

462
00:03:27,980 --> 00:03:28,280
And models learned patterns from <font color="#00ff00">data.</font>

463
00:03:28,820 --> 00:03:28,900
<font color="#00ff00">But</font> still needed humans to design the features.

464
00:03:28,900 --> 00:03:29,220
But <font color="#00ff00">still</font> needed humans to design the features.

465
00:03:29,220 --> 00:03:29,640
But still <font color="#00ff00">needed</font> humans to design the features.

466
00:03:29,640 --> 00:03:30,480
But still needed <font color="#00ff00">humans</font> to design the features.

467
00:03:30,480 --> 00:03:30,780
But still needed humans <font color="#00ff00">to</font> design the features.

468
00:03:30,780 --> 00:03:31,040
But still needed humans to <font color="#00ff00">design</font> the features.

469
00:03:31,040 --> 00:03:31,180
But still needed humans to design <font color="#00ff00">the</font> features.

470
00:03:31,180 --> 00:03:31,280
But still needed humans to design the <font color="#00ff00">features.</font>

471
00:03:32,220 --> 00:03:32,320
<font color="#00ff00">The</font> real evolution came after 2012. With deep learning.

472
00:03:32,320 --> 00:03:32,820
The <font color="#00ff00">real</font> evolution came after 2012. With deep learning.

473
00:03:32,820 --> 00:03:33,400
The real <font color="#00ff00">evolution</font> came after 2012. With deep learning.

474
00:03:33,400 --> 00:03:33,900
The real evolution <font color="#00ff00">came</font> after 2012. With deep learning.

475
00:03:33,900 --> 00:03:34,480
The real evolution came <font color="#00ff00">after</font> 2012. With deep learning.

476
00:03:34,480 --> 00:03:35,080
The real evolution came after <font color="#00ff00">2012.</font> With deep learning.

477
00:03:35,080 --> 00:03:35,840
The real evolution came after 2012. With deep learning.

478
00:03:35,840 --> 00:03:35,940
The real evolution came after 2012. <font color="#00ff00">With</font> deep learning.

479
00:03:35,940 --> 00:03:36,240
The real evolution came after 2012. With <font color="#00ff00">deep</font> learning.

480
00:03:36,240 --> 00:03:36,620
The real evolution came after 2012. With deep <font color="#00ff00">learning.</font>

481
00:03:37,320 --> 00:03:37,440
<font color="#00ff00">No</font> network started learning

482
00:03:37,440 --> 00:03:37,740
No <font color="#00ff00">network</font> started learning

483
00:03:37,740 --> 00:03:38,080
No network <font color="#00ff00">started</font> learning

484
00:03:38,080 --> 00:03:38,540
No network started <font color="#00ff00">learning</font>

485
00:03:39,100 --> 00:03:39,280
<font color="#00ff00">features</font> automatically.

486
00:03:39,280 --> 00:03:39,920
features <font color="#00ff00">automatically.</font>

487
00:03:40,560 --> 00:03:40,660
<font color="#00ff00">And</font> this is when alpha folds began changing protein and science.

488
00:03:40,660 --> 00:03:40,840
And <font color="#00ff00">this</font> is when alpha folds began changing protein and science.

489
00:03:40,840 --> 00:03:41,000
And this <font color="#00ff00">is</font> when alpha folds began changing protein and science.

490
00:03:41,000 --> 00:03:41,320
And this is <font color="#00ff00">when</font> alpha folds began changing protein and science.

491
00:03:41,320 --> 00:03:41,860
And this is when <font color="#00ff00">alpha</font> folds began changing protein and science.

492
00:03:41,860 --> 00:03:42,340
And this is when alpha <font color="#00ff00">folds</font> began changing protein and science.

493
00:03:42,340 --> 00:03:42,900
And this is when alpha folds <font color="#00ff00">began</font> changing protein and science.

494
00:03:42,900 --> 00:03:43,460
And this is when alpha folds began <font color="#00ff00">changing</font> protein and science.

495
00:03:43,460 --> 00:03:43,980
And this is when alpha folds began changing <font color="#00ff00">protein</font> and science.

496
00:03:43,980 --> 00:03:44,100
And this is when alpha folds began changing protein and science.

497
00:03:44,100 --> 00:03:44,200
And this is when alpha folds began changing protein <font color="#00ff00">and</font> science.

498
00:03:44,200 --> 00:03:44,460
And this is when alpha folds began changing protein and <font color="#00ff00">science.</font>

499
00:03:45,480 --> 00:03:45,580
<font color="#00ff00">Now</font> alpha folds is a model created by Google.

500
00:03:45,580 --> 00:03:46,040
Now <font color="#00ff00">alpha</font> folds is a model created by Google.

501
00:03:46,040 --> 00:03:46,480
Now alpha <font color="#00ff00">folds</font> is a model created by Google.

502
00:03:46,480 --> 00:03:47,020
Now alpha folds <font color="#00ff00">is</font> a model created by Google.

503
00:03:47,020 --> 00:03:47,100
Now alpha folds is <font color="#00ff00">a</font> model created by Google.

504
00:03:47,100 --> 00:03:47,340
Now alpha folds is a <font color="#00ff00">model</font> created by Google.

505
00:03:47,340 --> 00:03:47,740
Now alpha folds is a model <font color="#00ff00">created</font> by Google.

506
00:03:47,740 --> 00:03:48,040
Now alpha folds is a model created <font color="#00ff00">by</font> Google.

507
00:03:48,040 --> 00:03:48,400
Now alpha folds is a model created by <font color="#00ff00">Google.</font>

508
00:03:48,860 --> 00:03:49,040
<font color="#00ff00">And</font>

509
00:03:49,680 --> 00:03:49,780
<font color="#00ff00">the</font> main purpose is to predict protein structures.

510
00:03:49,780 --> 00:03:49,980
the <font color="#00ff00">main</font> purpose is to predict protein structures.

511
00:03:49,980 --> 00:03:50,380
the main <font color="#00ff00">purpose</font> is to predict protein structures.

512
00:03:50,380 --> 00:03:50,760
the main purpose <font color="#00ff00">is</font> to predict protein structures.

513
00:03:50,760 --> 00:03:50,980
the main purpose is <font color="#00ff00">to</font> predict protein structures.

514
00:03:50,980 --> 00:03:51,060
the main purpose is to predict protein structures.

515
00:03:51,060 --> 00:03:51,240
the main purpose is to <font color="#00ff00">predict</font> protein structures.

516
00:03:51,240 --> 00:03:51,760
the main purpose is to predict <font color="#00ff00">protein</font> structures.

517
00:03:51,760 --> 00:03:52,140
the main purpose is to predict protein <font color="#00ff00">structures.</font>

518
00:03:53,120 --> 00:03:53,220
<font color="#00ff00">So</font> today.

519
00:03:53,220 --> 00:03:53,970
So <font color="#00ff00">today.</font>

520
00:03:56,560 --> 00:03:57,040
<font color="#00ff00">Foundation</font> models

521
00:03:57,040 --> 00:03:57,580
Foundation <font color="#00ff00">models</font>

522
00:03:58,380 --> 00:03:58,480
<font color="#00ff00">that</font> are like alpha folds.

523
00:03:58,480 --> 00:03:58,620
that <font color="#00ff00">are</font> like alpha folds.

524
00:03:58,620 --> 00:03:58,760
that are <font color="#00ff00">like</font> alpha folds.

525
00:03:58,760 --> 00:03:59,080
that are like <font color="#00ff00">alpha</font> folds.

526
00:03:59,080 --> 00:03:59,430
that are like alpha <font color="#00ff00">folds.</font>

527
00:03:59,780 --> 00:03:59,800
<font color="#00ff00">And</font> then we have large language models like chem and the FM. Now that can reason those models can reason about chemistry.

528
00:03:59,800 --> 00:03:59,940
And <font color="#00ff00">then</font> we have large language models like chem and the FM. Now that can reason those models can reason about chemistry.

529
00:03:59,940 --> 00:04:00,160
And then <font color="#00ff00">we</font> have large language models like chem and the FM. Now that can reason those models can reason about chemistry.

530
00:04:00,160 --> 00:04:00,460
And then we <font color="#00ff00">have</font> large language models like chem and the FM. Now that can reason those models can reason about chemistry.

531
00:04:00,460 --> 00:04:01,100
And then we have <font color="#00ff00">large</font> language models like chem and the FM. Now that can reason those models can reason about chemistry.

532
00:04:01,100 --> 00:04:01,440
And then we have large <font color="#00ff00">language</font> models like chem and the FM. Now that can reason those models can reason about chemistry.

533
00:04:01,440 --> 00:04:01,900
And then we have large language <font color="#00ff00">models</font> like chem and the FM. Now that can reason those models can reason about chemistry.

534
00:04:01,900 --> 00:04:02,160
And then we have large language models like chem and the FM. Now that can reason those models can reason about chemistry.

535
00:04:02,160 --> 00:04:02,280
And then we have large language models <font color="#00ff00">like</font> chem and the FM. Now that can reason those models can reason about chemistry.

536
00:04:02,280 --> 00:04:02,780
And then we have large language models like <font color="#00ff00">chem</font> and the FM. Now that can reason those models can reason about chemistry.

537
00:04:02,780 --> 00:04:03,160
And then we have large language models like chem <font color="#00ff00">and</font> the FM. Now that can reason those models can reason about chemistry.

538
00:04:03,160 --> 00:04:03,200
And then we have large language models like chem and <font color="#00ff00">the</font> FM. Now that can reason those models can reason about chemistry.

539
00:04:03,200 --> 00:04:03,500
And then we have large language models like chem and the <font color="#00ff00">FM.</font> Now that can reason those models can reason about chemistry.

540
00:04:03,500 --> 00:04:04,620
And then we have large language models like chem and the FM. Now that can reason those models can reason about chemistry.

541
00:04:04,620 --> 00:04:04,700
And then we have large language models like chem and the FM. <font color="#00ff00">Now</font> that can reason those models can reason about chemistry.

542
00:04:04,700 --> 00:04:05,560
And then we have large language models like chem and the FM. Now <font color="#00ff00">that</font> can reason those models can reason about chemistry.

543
00:04:05,560 --> 00:04:05,880
And then we have large language models like chem and the FM. Now that can reason those models can reason about chemistry.

544
00:04:05,880 --> 00:04:05,980
And then we have large language models like chem and the FM. Now that <font color="#00ff00">can</font> reason those models can reason about chemistry.

545
00:04:05,980 --> 00:04:06,460
And then we have large language models like chem and the FM. Now that can <font color="#00ff00">reason</font> those models can reason about chemistry.

546
00:04:06,460 --> 00:04:07,080
And then we have large language models like chem and the FM. Now that can reason <font color="#00ff00">those</font> models can reason about chemistry.

547
00:04:07,080 --> 00:04:07,400
And then we have large language models like chem and the FM. Now that can reason those <font color="#00ff00">models</font> can reason about chemistry.

548
00:04:07,400 --> 00:04:07,600
And then we have large language models like chem and the FM. Now that can reason those models <font color="#00ff00">can</font> reason about chemistry.

549
00:04:07,600 --> 00:04:08,000
And then we have large language models like chem and the FM. Now that can reason those models can <font color="#00ff00">reason</font> about chemistry.

550
00:04:08,000 --> 00:04:08,560
And then we have large language models like chem and the FM. Now that can reason those models can reason <font color="#00ff00">about</font> chemistry.

551
00:04:08,560 --> 00:04:09,140
And then we have large language models like chem and the FM. Now that can reason those models can reason about <font color="#00ff00">chemistry.</font>

552
00:04:09,800 --> 00:04:09,960
<font color="#00ff00">Where</font> instead of

553
00:04:09,960 --> 00:04:10,840
Where <font color="#00ff00">instead</font> of

554
00:04:10,840 --> 00:04:11,100
Where instead <font color="#00ff00">of</font>

555
00:04:11,760 --> 00:04:11,980
<font color="#00ff00">speaking</font> the language of proteins is speaking

556
00:04:11,980 --> 00:04:12,260
speaking <font color="#00ff00">the</font> language of proteins is speaking

557
00:04:12,260 --> 00:04:12,520
speaking the <font color="#00ff00">language</font> of proteins is speaking

558
00:04:12,520 --> 00:04:12,720
speaking the language <font color="#00ff00">of</font> proteins is speaking

559
00:04:12,720 --> 00:04:12,840
speaking the language of proteins is speaking

560
00:04:12,840 --> 00:04:13,200
speaking the language of <font color="#00ff00">proteins</font> is speaking

561
00:04:13,200 --> 00:04:13,360
speaking the language of proteins <font color="#00ff00">is</font> speaking

562
00:04:13,360 --> 00:04:13,760
speaking the language of proteins is <font color="#00ff00">speaking</font>

563
00:04:13,760 --> 00:04:13,940
<font color="#00ff00">the</font> language of models and it's trying to

564
00:04:13,940 --> 00:04:14,180
the <font color="#00ff00">language</font> of models and it's trying to

565
00:04:14,180 --> 00:04:14,380
the language <font color="#00ff00">of</font> models and it's trying to

566
00:04:14,380 --> 00:04:14,420
the language of models and it's trying to

567
00:04:14,420 --> 00:04:14,740
the language of <font color="#00ff00">models</font> and it's trying to

568
00:04:14,740 --> 00:04:15,040
the language of models <font color="#00ff00">and</font> it's trying to

569
00:04:15,040 --> 00:04:15,960
the language of models and <font color="#00ff00">it's</font> trying to

570
00:04:15,960 --> 00:04:16,040
the language of models and it's trying to

571
00:04:16,040 --> 00:04:16,260
the language of models and it's <font color="#00ff00">trying</font> to

572
00:04:16,260 --> 00:04:16,640
the language of models and it's trying <font color="#00ff00">to</font>

573
00:04:17,640 --> 00:04:17,740
<font color="#00ff00">make</font> connections to different chemistry material.

574
00:04:17,740 --> 00:04:18,240
make <font color="#00ff00">connections</font> to different chemistry material.

575
00:04:18,240 --> 00:04:18,900
make connections <font color="#00ff00">to</font> different chemistry material.

576
00:04:18,900 --> 00:04:19,360
make connections to <font color="#00ff00">different</font> chemistry material.

577
00:04:19,360 --> 00:04:19,740
make connections to different <font color="#00ff00">chemistry</font> material.

578
00:04:19,740 --> 00:04:19,840
make connections to different chemistry <font color="#00ff00">material.</font>

579
00:04:20,940 --> 00:04:21,020
<font color="#00ff00">So</font> speaking of language models.

580
00:04:21,020 --> 00:04:21,520
So <font color="#00ff00">speaking</font> of language models.

581
00:04:21,520 --> 00:04:22,080
So speaking <font color="#00ff00">of</font> language models.

582
00:04:22,080 --> 00:04:22,420
So speaking of <font color="#00ff00">language</font> models.

583
00:04:22,420 --> 00:04:22,860
So speaking of language <font color="#00ff00">models.</font>

584
00:04:23,700 --> 00:04:23,800
<font color="#00ff00">Let</font> me

585
00:04:23,800 --> 00:04:23,940
Let <font color="#00ff00">me</font>

586
00:04:24,840 --> 00:04:24,940
<font color="#00ff00">explain</font> something crucial.

587
00:04:24,940 --> 00:04:25,560
explain <font color="#00ff00">something</font> crucial.

588
00:04:25,560 --> 00:04:25,940
explain something <font color="#00ff00">crucial.</font>

589
00:04:26,320 --> 00:04:26,400
<font color="#00ff00">So</font> in the end.

590
00:04:26,400 --> 00:04:26,500
So <font color="#00ff00">in the end.</font>

591
00:04:26,520 --> 00:04:26,560
<font color="#00ff00">In</font> system prompts.

592
00:04:26,560 --> 00:04:26,760
In system prompts.

593
00:04:26,760 --> 00:04:26,960
In <font color="#00ff00">system</font> prompts.

594
00:04:26,960 --> 00:04:27,280
In system <font color="#00ff00">prompts.</font>

595
00:04:28,740 --> 00:04:29,680
<font color="#00ff00">And you've</font> heard of system prompts probably

596
00:04:29,680 --> 00:04:29,720
And you've heard of system prompts probably

597
00:04:29,720 --> 00:04:29,820
And you've <font color="#00ff00">heard</font> of system prompts probably

598
00:04:29,820 --> 00:04:30,020
And you've heard <font color="#00ff00">of</font> system prompts probably

599
00:04:30,020 --> 00:04:30,100
And you've heard of system prompts probably

600
00:04:30,100 --> 00:04:30,280
And you've heard of <font color="#00ff00">system</font> prompts probably

601
00:04:30,280 --> 00:04:30,600
And you've heard of system <font color="#00ff00">prompts</font> probably

602
00:04:30,600 --> 00:04:30,920
And you've heard of system prompts <font color="#00ff00">probably</font>

603
00:04:30,920 --> 00:04:31,260
<font color="#00ff00">before</font> you know what a prompt is.

604
00:04:31,260 --> 00:04:31,540
before <font color="#00ff00">you</font> know what a prompt is.

605
00:04:31,540 --> 00:04:31,640
before you <font color="#00ff00">know</font> what a prompt is.

606
00:04:31,640 --> 00:04:31,760
before you know <font color="#00ff00">what</font> a prompt is.

607
00:04:31,760 --> 00:04:31,840
before you know what <font color="#00ff00">a</font> prompt is.

608
00:04:31,840 --> 00:04:32,100
before you know what a <font color="#00ff00">prompt</font> is.

609
00:04:32,100 --> 00:04:32,460
before you know what a prompt <font color="#00ff00">is.</font>

610
00:04:32,660 --> 00:04:32,720
<font color="#00ff00">But</font> a system prompt is something an

611
00:04:32,720 --> 00:04:32,880
But <font color="#00ff00">a</font> system prompt is something an

612
00:04:32,880 --> 00:04:33,240
But a <font color="#00ff00">system</font> prompt is something an

613
00:04:33,240 --> 00:04:33,620
But a system <font color="#00ff00">prompt</font> is something an

614
00:04:33,620 --> 00:04:34,080
But a system prompt is something an

615
00:04:34,080 --> 00:04:34,180
But a system prompt <font color="#00ff00">is</font> something an

616
00:04:34,180 --> 00:04:34,500
But a system prompt is <font color="#00ff00">something</font> an

617
00:04:34,500 --> 00:04:34,900
But a system prompt is something <font color="#00ff00">an</font>

618
00:04:34,940 --> 00:04:35,100
<font color="#00ff00">AI</font> model is given in the backbone.

619
00:04:35,100 --> 00:04:35,360
AI <font color="#00ff00">model</font> is given in the backbone.

620
00:04:35,360 --> 00:04:35,600
AI model <font color="#00ff00">is</font> given in the backbone.

621
00:04:35,600 --> 00:04:35,800
AI model is <font color="#00ff00">given</font> in the backbone.

622
00:04:35,800 --> 00:04:36,000
AI model is given <font color="#00ff00">in</font> the backbone.

623
00:04:36,000 --> 00:04:36,100
AI model is given in <font color="#00ff00">the</font> backbone.

624
00:04:36,100 --> 00:04:36,440
AI model is given in the <font color="#00ff00">backbone.</font>

625
00:04:37,560 --> 00:04:37,660
<font color="#00ff00">And</font> it's kind of like it's true purpose in life.

626
00:04:37,660 --> 00:04:37,900
And <font color="#00ff00">it's</font> kind of like it's true purpose in life.

627
00:04:37,900 --> 00:04:38,140
And it's kind of like it's true purpose in life.

628
00:04:38,140 --> 00:04:38,240
And it's <font color="#00ff00">kind</font> of like it's true purpose in life.

629
00:04:38,240 --> 00:04:38,380
And it's kind <font color="#00ff00">of</font> like it's true purpose in life.

630
00:04:38,380 --> 00:04:38,520
And it's kind of <font color="#00ff00">like</font> it's true purpose in life.

631
00:04:38,520 --> 00:04:39,060
And it's kind of like <font color="#00ff00">it's</font> true purpose in life.

632
00:04:39,060 --> 00:04:39,220
And it's kind of like it's true purpose in life.

633
00:04:39,220 --> 00:04:39,320
And it's kind of like it's <font color="#00ff00">true</font> purpose in life.

634
00:04:39,320 --> 00:04:39,740
And it's kind of like it's true <font color="#00ff00">purpose</font> in life.

635
00:04:39,740 --> 00:04:40,020
And it's kind of like it's true purpose <font color="#00ff00">in</font> life.

636
00:04:40,020 --> 00:04:40,240
And it's kind of like it's true purpose in <font color="#00ff00">life.</font>

637
00:04:41,120 --> 00:04:41,220
<font color="#00ff00">So</font> a system prompt is like an initial set of instructions

638
00:04:41,220 --> 00:04:41,660
So <font color="#00ff00">a</font> system prompt is like an initial set of instructions

639
00:04:41,660 --> 00:04:41,940
So a <font color="#00ff00">system</font> prompt is like an initial set of instructions

640
00:04:41,940 --> 00:04:42,260
So a system <font color="#00ff00">prompt</font> is like an initial set of instructions

641
00:04:42,260 --> 00:04:42,600
So a system prompt <font color="#00ff00">is</font> like an initial set of instructions

642
00:04:42,600 --> 00:04:43,280
So a system prompt is <font color="#00ff00">like</font> an initial set of instructions

643
00:04:43,280 --> 00:04:43,380
So a system prompt is like <font color="#00ff00">an</font> initial set of instructions

644
00:04:43,380 --> 00:04:43,780
So a system prompt is like an <font color="#00ff00">initial</font> set of instructions

645
00:04:43,780 --> 00:04:44,060
So a system prompt is like an initial <font color="#00ff00">set</font> of instructions

646
00:04:44,060 --> 00:04:44,220
So a system prompt is like an initial set <font color="#00ff00">of</font> instructions

647
00:04:44,220 --> 00:04:44,660
So a system prompt is like an initial set of <font color="#00ff00">instructions</font>

648
00:04:44,860 --> 00:04:44,960
<font color="#00ff00">given</font> to an AI model before it interacts with the user.

649
00:04:44,960 --> 00:04:45,120
given <font color="#00ff00">to</font> an AI model before it interacts with the user.

650
00:04:45,120 --> 00:04:45,240
given to <font color="#00ff00">an</font> AI model before it interacts with the user.

651
00:04:45,240 --> 00:04:45,420
given to an <font color="#00ff00">AI</font> model before it interacts with the user.

652
00:04:45,420 --> 00:04:45,760
given to an AI <font color="#00ff00">model</font> before it interacts with the user.

653
00:04:45,760 --> 00:04:46,140
given to an AI model <font color="#00ff00">before</font> it interacts with the user.

654
00:04:46,140 --> 00:04:46,340
given to an AI model before <font color="#00ff00">it</font> interacts with the user.

655
00:04:46,340 --> 00:04:46,480
given to an AI model before it interacts with the user.

656
00:04:46,480 --> 00:04:46,860
given to an AI model before it <font color="#00ff00">interacts</font> with the user.

657
00:04:46,860 --> 00:04:47,260
given to an AI model before it interacts <font color="#00ff00">with</font> the user.

658
00:04:47,260 --> 00:04:47,360
given to an AI model before it interacts with <font color="#00ff00">the</font> user.

659
00:04:47,360 --> 00:04:47,500
given to an AI model before it interacts with the <font color="#00ff00">user.</font>

660
00:04:47,720 --> 00:04:47,820
<font color="#00ff00">So</font> think of it as like a personality

661
00:04:47,820 --> 00:04:48,300
So <font color="#00ff00">think</font> of it as like a personality

662
00:04:48,300 --> 00:04:48,400
So think <font color="#00ff00">of</font> it as like a personality

663
00:04:48,400 --> 00:04:48,500
So think of <font color="#00ff00">it</font> as like a personality

664
00:04:48,500 --> 00:04:48,640
So think of it <font color="#00ff00">as</font> like a personality

665
00:04:48,640 --> 00:04:48,780
So think of it as <font color="#00ff00">like</font> a personality

666
00:04:48,780 --> 00:04:48,880
So think of it as like <font color="#00ff00">a</font> personality

667
00:04:48,880 --> 00:04:49,230
So think of it as like a <font color="#00ff00">personality</font>

668
00:04:49,890 --> 00:04:50,440
<font color="#00ff00">programming</font> that shapes how the AI responds.

669
00:04:50,440 --> 00:04:50,800
programming <font color="#00ff00">that</font> shapes how the AI responds.

670
00:04:50,800 --> 00:04:50,940
programming that shapes how the AI responds.

671
00:04:50,940 --> 00:04:51,080
programming that <font color="#00ff00">shapes</font> how the AI responds.

672
00:04:51,080 --> 00:04:51,300
programming that shapes <font color="#00ff00">how</font> the AI responds.

673
00:04:51,300 --> 00:04:51,540
programming that shapes how <font color="#00ff00">the</font> AI responds.

674
00:04:51,540 --> 00:04:51,680
programming that shapes how the AI responds.

675
00:04:51,680 --> 00:04:51,800
programming that shapes how the <font color="#00ff00">AI</font> responds.

676
00:04:51,800 --> 00:04:51,960
programming that shapes how the AI <font color="#00ff00">responds.</font>

677
00:04:53,200 --> 00:04:53,300
<font color="#00ff00">For</font> chemical alarm the system prompt might say.

678
00:04:53,300 --> 00:04:53,820
For <font color="#00ff00">chemical</font> alarm the system prompt might say.

679
00:04:53,820 --> 00:04:53,840
For chemical alarm the system prompt might say.

680
00:04:53,840 --> 00:04:54,500
For chemical <font color="#00ff00">alarm</font> the system prompt might say.

681
00:04:54,500 --> 00:04:54,960
For chemical alarm <font color="#00ff00">the</font> system prompt might say.

682
00:04:54,960 --> 00:04:55,260
For chemical alarm the <font color="#00ff00">system</font> prompt might say.

683
00:04:55,260 --> 00:04:55,600
For chemical alarm the system <font color="#00ff00">prompt</font> might say.

684
00:04:55,600 --> 00:04:55,960
For chemical alarm the system prompt <font color="#00ff00">might</font> say.

685
00:04:55,960 --> 00:04:56,240
For chemical alarm the system prompt might <font color="#00ff00">say.</font>

686
00:04:56,860 --> 00:04:57,160
<font color="#00ff00">Always</font> conserve mass

687
00:04:57,160 --> 00:04:57,620
Always <font color="#00ff00">conserve</font> mass

688
00:04:57,620 --> 00:04:57,940
Always conserve <font color="#00ff00">mass</font>

689
00:04:58,600 --> 00:04:58,860
<font color="#00ff00">follow</font> valence rules

690
00:04:58,860 --> 00:04:59,460
follow <font color="#00ff00">valence</font> rules

691
00:04:59,460 --> 00:04:59,500
follow valence rules

692
00:04:59,500 --> 00:04:59,720
follow valence <font color="#00ff00">rules</font>

693
00:05:00,280 --> 00:05:00,460
<font color="#00ff00">carbon</font> forms

694
00:05:00,460 --> 00:05:01,040
carbon <font color="#00ff00">forms</font>

695
00:05:01,620 --> 00:05:01,720
<font color="#00ff00">for</font> bonds prioritize non toxic regions.

696
00:05:01,720 --> 00:05:02,220
for <font color="#00ff00">bonds</font> prioritize non toxic regions.

697
00:05:02,220 --> 00:05:02,620
for bonds prioritize non toxic regions.

698
00:05:02,620 --> 00:05:02,900
for bonds <font color="#00ff00">prioritize</font> non toxic regions.

699
00:05:02,900 --> 00:05:03,120
for bonds prioritize non toxic regions.

700
00:05:03,120 --> 00:05:03,300
for bonds prioritize <font color="#00ff00">non</font> toxic regions.

701
00:05:03,300 --> 00:05:03,700
for bonds prioritize non <font color="#00ff00">toxic</font> regions.

702
00:05:03,700 --> 00:05:04,020
for bonds prioritize non toxic <font color="#00ff00">regions.</font>

703
00:05:04,780 --> 00:05:04,800
<font color="#00ff00">You</font> know site your confidence level.

704
00:05:04,800 --> 00:05:04,880
You <font color="#00ff00">know</font> site your confidence level.

705
00:05:04,880 --> 00:05:05,220
You know site your confidence level.

706
00:05:05,220 --> 00:05:05,360
You know <font color="#00ff00">site</font> your confidence level.

707
00:05:05,360 --> 00:05:05,700
You know site <font color="#00ff00">your</font> confidence level.

708
00:05:05,700 --> 00:05:06,160
You know site your <font color="#00ff00">confidence</font> level.

709
00:05:06,160 --> 00:05:06,600
You know site your confidence <font color="#00ff00">level.</font>

710
00:05:07,580 --> 00:05:07,680
<font color="#00ff00">So</font> according to the arcs of favor.

711
00:05:07,680 --> 00:05:08,380
So <font color="#00ff00">according</font> to the arcs of favor.

712
00:05:08,380 --> 00:05:08,760
So according to the arcs of favor.

713
00:05:08,760 --> 00:05:08,860
So according <font color="#00ff00">to</font> the arcs of favor.

714
00:05:08,860 --> 00:05:09,000
So according to <font color="#00ff00">the</font> arcs of favor.

715
00:05:09,000 --> 00:05:09,340
So according to the <font color="#00ff00">arcs</font> of favor.

716
00:05:09,340 --> 00:05:09,420
So according to the arcs <font color="#00ff00">of</font> favor.

717
00:05:09,420 --> 00:05:09,770
So according to the arcs of <font color="#00ff00">favor.</font>

718
00:05:10,820 --> 00:05:11,880
<font color="#00ff00">2505</font>.07027 which is

719
00:05:11,880 --> 00:05:12,380
2505.07027 which is

720
00:05:12,380 --> 00:05:13,780
2505<font color="#00ff00">.07027</font> which is

721
00:05:13,780 --> 00:05:13,980
2505.07027 which is

722
00:05:13,980 --> 00:05:14,080
2505.07027 <font color="#00ff00">which</font> is

723
00:05:14,080 --> 00:05:14,320
2505.07027 which <font color="#00ff00">is</font>

724
00:05:15,160 --> 00:05:15,300
<font color="#00ff00">about</font> system prompts

725
00:05:15,300 --> 00:05:15,580
about system prompts

726
00:05:15,580 --> 00:05:15,680
about <font color="#00ff00">system</font> prompts

727
00:05:15,680 --> 00:05:16,030
about system <font color="#00ff00">prompts</font>

728
00:05:16,940 --> 00:05:17,040
<font color="#00ff00">is</font> very critical for ensuring chemical validity.

729
00:05:17,040 --> 00:05:17,420
is <font color="#00ff00">very</font> critical for ensuring chemical validity.

730
00:05:17,420 --> 00:05:17,800
is very <font color="#00ff00">critical</font> for ensuring chemical validity.

731
00:05:17,800 --> 00:05:18,220
is very critical for ensuring chemical validity.

732
00:05:18,220 --> 00:05:18,320
is very critical <font color="#00ff00">for</font> ensuring chemical validity.

733
00:05:18,320 --> 00:05:18,700
is very critical for <font color="#00ff00">ensuring</font> chemical validity.

734
00:05:18,700 --> 00:05:19,400
is very critical for ensuring <font color="#00ff00">chemical</font> validity.

735
00:05:19,400 --> 00:05:19,800
is very critical for ensuring chemical <font color="#00ff00">validity.</font>

736
00:05:20,340 --> 00:05:20,440
<font color="#00ff00">So</font> without those.

737
00:05:20,440 --> 00:05:20,820
So <font color="#00ff00">without</font> those.

738
00:05:20,820 --> 00:05:21,420
So without <font color="#00ff00">those.</font>

739
00:05:22,300 --> 00:05:22,400
<font color="#00ff00">An</font> AI might suggest reactions that violate the fundamental.

740
00:05:22,400 --> 00:05:22,640
An <font color="#00ff00">AI</font> might suggest reactions that violate the fundamental.

741
00:05:22,640 --> 00:05:22,900
An AI <font color="#00ff00">might</font> suggest reactions that violate the fundamental.

742
00:05:22,900 --> 00:05:23,220
An AI might <font color="#00ff00">suggest</font> reactions that violate the fundamental.

743
00:05:23,220 --> 00:05:23,840
An AI might suggest <font color="#00ff00">reactions</font> that violate the fundamental.

744
00:05:23,840 --> 00:05:24,080
An AI might suggest reactions <font color="#00ff00">that</font> violate the fundamental.

745
00:05:24,080 --> 00:05:24,640
An AI might suggest reactions that <font color="#00ff00">violate</font> the fundamental.

746
00:05:24,640 --> 00:05:25,340
An AI might suggest reactions that violate <font color="#00ff00">the</font> fundamental.

747
00:05:25,340 --> 00:05:25,880
An AI might suggest reactions that violate the <font color="#00ff00">fundamental.</font>

748
00:05:26,520 --> 00:05:26,700
<font color="#00ff00">Because</font> the risk of the laws of chemistry

749
00:05:26,700 --> 00:05:27,160
Because <font color="#00ff00">the risk of the laws of</font> chemistry

750
00:05:27,160 --> 00:05:27,260
Because the risk of the laws of chemistry

751
00:05:27,260 --> 00:05:27,580
Because the risk of the laws of <font color="#00ff00">chemistry</font>

752
00:05:28,160 --> 00:05:28,280
<font color="#00ff00">like</font> creating atoms out of nothing

753
00:05:28,280 --> 00:05:28,720
like <font color="#00ff00">creating</font> atoms out of nothing

754
00:05:28,720 --> 00:05:29,200
like creating <font color="#00ff00">atoms</font> out of nothing

755
00:05:29,200 --> 00:05:29,380
like creating atoms <font color="#00ff00">out</font> of nothing

756
00:05:29,380 --> 00:05:29,500
like creating atoms out <font color="#00ff00">of</font> nothing

757
00:05:29,500 --> 00:05:29,780
like creating atoms out of <font color="#00ff00">nothing</font>

758
00:05:30,340 --> 00:05:30,560
<font color="#00ff00">conservation</font> energy and other aspects.

759
00:05:30,560 --> 00:05:31,260
conservation <font color="#00ff00">energy</font> and other aspects.

760
00:05:31,260 --> 00:05:31,960
conservation energy <font color="#00ff00">and</font> other aspects.

761
00:05:31,960 --> 00:05:32,740
conservation energy and <font color="#00ff00">other</font> aspects.

762
00:05:32,740 --> 00:05:32,900
conservation energy and other <font color="#00ff00">aspects.</font>

763
00:05:33,740 --> 00:05:33,960
<font color="#00ff00">Also</font> you have LLM augmented synthesis with the right prompts.

764
00:05:33,960 --> 00:05:34,200
Also <font color="#00ff00">you</font> have LLM augmented synthesis with the right prompts.

765
00:05:34,200 --> 00:05:34,420
Also you <font color="#00ff00">have</font> LLM augmented synthesis with the right prompts.

766
00:05:34,420 --> 00:05:34,640
Also you have LLM augmented synthesis with the right prompts.

767
00:05:34,640 --> 00:05:35,100
Also you have <font color="#00ff00">LLM</font> augmented synthesis with the right prompts.

768
00:05:35,100 --> 00:05:35,820
Also you have LLM <font color="#00ff00">augmented</font> synthesis with the right prompts.

769
00:05:35,820 --> 00:05:36,500
Also you have LLM augmented <font color="#00ff00">synthesis</font> with the right prompts.

770
00:05:36,500 --> 00:05:36,980
Also you have LLM augmented synthesis with the right prompts.

771
00:05:36,980 --> 00:05:37,080
Also you have LLM augmented synthesis <font color="#00ff00">with</font> the right prompts.

772
00:05:37,080 --> 00:05:37,620
Also you have LLM augmented synthesis with <font color="#00ff00">the</font> right prompts.

773
00:05:37,620 --> 00:05:37,800
Also you have LLM augmented synthesis with the <font color="#00ff00">right</font> prompts.

774
00:05:37,800 --> 00:05:38,260
Also you have LLM augmented synthesis with the right <font color="#00ff00">prompts.</font>

775
00:05:38,480 --> 00:05:38,660
<font color="#00ff00">AM</font> models can do something very remarkable.

776
00:05:38,660 --> 00:05:38,840
AM <font color="#00ff00">models</font> can do something very remarkable.

777
00:05:38,840 --> 00:05:38,980
AM models can do something very remarkable.

778
00:05:38,980 --> 00:05:39,080
AM models <font color="#00ff00">can</font> do something very remarkable.

779
00:05:39,080 --> 00:05:39,320
AM models can <font color="#00ff00">do</font> something very remarkable.

780
00:05:39,320 --> 00:05:39,720
AM models can do <font color="#00ff00">something</font> very remarkable.

781
00:05:39,720 --> 00:05:40,500
AM models can do something <font color="#00ff00">very</font> remarkable.

782
00:05:40,500 --> 00:05:40,900
AM models can do something very <font color="#00ff00">remarkable.</font>

783
00:05:41,940 --> 00:05:42,040
<font color="#00ff00">They</font> can plan the entire synthesis routes automatically.

784
00:05:42,040 --> 00:05:42,140
They <font color="#00ff00">can</font> plan the entire synthesis routes automatically.

785
00:05:42,140 --> 00:05:42,460
They can <font color="#00ff00">plan</font> the entire synthesis routes automatically.

786
00:05:42,460 --> 00:05:42,780
They can plan <font color="#00ff00">the</font> entire synthesis routes automatically.

787
00:05:42,780 --> 00:05:43,360
They can plan the <font color="#00ff00">entire</font> synthesis routes automatically.

788
00:05:43,360 --> 00:05:43,880
They can plan the entire <font color="#00ff00">synthesis</font> routes automatically.

789
00:05:43,880 --> 00:05:44,240
They can plan the entire synthesis <font color="#00ff00">routes</font> automatically.

790
00:05:44,240 --> 00:05:45,140
They can plan the entire synthesis routes <font color="#00ff00">automatically.</font>

791
00:05:46,100 --> 00:05:46,180
<font color="#00ff00">So</font> the stuff we've been doing in

792
00:05:46,180 --> 00:05:46,300
So <font color="#00ff00">the</font> stuff we've been doing in

793
00:05:46,300 --> 00:05:46,580
So the <font color="#00ff00">stuff</font> we've been doing in

794
00:05:46,580 --> 00:05:46,960
So the stuff <font color="#00ff00">we've</font> been doing in

795
00:05:46,960 --> 00:05:47,120
So the stuff we've been doing in

796
00:05:47,120 --> 00:05:47,220
So the stuff we've <font color="#00ff00">been</font> doing in

797
00:05:47,220 --> 00:05:47,500
So the stuff we've been <font color="#00ff00">doing</font> in

798
00:05:47,500 --> 00:05:47,780
So the stuff we've been doing <font color="#00ff00">in</font>

799
00:05:47,780 --> 00:05:48,200
<font color="#00ff00">organic</font> chemistry creating multi step.

800
00:05:48,200 --> 00:05:48,760
organic <font color="#00ff00">chemistry</font> creating multi step.

801
00:05:48,760 --> 00:05:49,200
organic chemistry <font color="#00ff00">creating</font> multi step.

802
00:05:49,200 --> 00:05:49,520
organic chemistry creating <font color="#00ff00">multi</font> step.

803
00:05:49,520 --> 00:05:49,660
organic chemistry creating multi <font color="#00ff00">step.</font>

804
00:05:50,340 --> 00:05:50,440
<font color="#00ff00">And</font> AM model can do it instantly.

805
00:05:50,440 --> 00:05:50,680
And <font color="#00ff00">AM</font> model can do it instantly.

806
00:05:50,680 --> 00:05:50,880
And AM <font color="#00ff00">model</font> can do it instantly.

807
00:05:50,880 --> 00:05:51,080
And AM model <font color="#00ff00">can</font> do it instantly.

808
00:05:51,080 --> 00:05:51,200
And AM model can <font color="#00ff00">do</font> it instantly.

809
00:05:51,200 --> 00:05:51,300
And AM model can do <font color="#00ff00">it</font> instantly.

810
00:05:51,300 --> 00:05:51,620
And AM model can do it <font color="#00ff00">instantly.</font>

811
00:05:52,360 --> 00:05:52,500
<font color="#00ff00">Without</font> anyone

812
00:05:52,500 --> 00:05:53,080
Without <font color="#00ff00">anyone</font>

813
00:05:53,640 --> 00:05:53,740
<font color="#00ff00">being</font> involved in it.

814
00:05:53,740 --> 00:05:54,080
being <font color="#00ff00">involved</font> in it.

815
00:05:54,080 --> 00:05:54,320
being involved <font color="#00ff00">in</font> it.

816
00:05:54,320 --> 00:05:54,580
being involved in <font color="#00ff00">it.</font>

817
00:05:55,120 --> 00:05:55,220
<font color="#00ff00">So</font> as you know, three.

818
00:05:55,220 --> 00:05:56,140
So <font color="#00ff00">as</font> you know, three.

819
00:05:56,140 --> 00:05:56,240
So as <font color="#00ff00">you</font> know, three.

820
00:05:56,240 --> 00:05:56,500
So as you <font color="#00ff00">know, three.</font>

821
00:05:56,520 --> 00:05:56,880
<font color="#00ff00">traditional</font> synthesis requires significant planning.

822
00:05:56,880 --> 00:05:57,320
traditional <font color="#00ff00">synthesis</font> requires significant planning.

823
00:05:57,320 --> 00:05:57,760
traditional synthesis <font color="#00ff00">requires</font> significant planning.

824
00:05:57,760 --> 00:05:58,520
traditional synthesis requires <font color="#00ff00">significant</font> planning.

825
00:05:58,520 --> 00:05:59,060
traditional synthesis requires significant <font color="#00ff00">planning.</font>

826
00:05:59,860 --> 00:06:00,080
<font color="#00ff00">Hours</font> and hours are worked by chemists trying

827
00:06:00,080 --> 00:06:00,220
Hours <font color="#00ff00">and</font> hours are worked by chemists trying

828
00:06:00,220 --> 00:06:00,500
Hours and <font color="#00ff00">hours</font> are worked by chemists trying

829
00:06:00,500 --> 00:06:00,640
Hours and hours <font color="#00ff00">are</font> worked by chemists trying

830
00:06:00,640 --> 00:06:00,880
Hours and hours are <font color="#00ff00">worked</font> by chemists trying

831
00:06:00,880 --> 00:06:01,040
Hours and hours are worked <font color="#00ff00">by</font> chemists trying

832
00:06:01,040 --> 00:06:01,140
Hours and hours are worked by chemists trying

833
00:06:01,140 --> 00:06:01,480
Hours and hours are worked by <font color="#00ff00">chemists</font> trying

834
00:06:01,480 --> 00:06:01,800
Hours and hours are worked by chemists trying

835
00:06:01,800 --> 00:06:01,900
Hours and hours are worked by chemists <font color="#00ff00">trying</font>

836
00:06:01,900 --> 00:06:02,000
<font color="#00ff00">to</font> see what they have and what they need and

837
00:06:02,000 --> 00:06:02,160
to <font color="#00ff00">see</font> what they have and what they need and

838
00:06:02,160 --> 00:06:02,300
to see <font color="#00ff00">what</font> they have and what they need and

839
00:06:02,300 --> 00:06:02,480
to see what <font color="#00ff00">they</font> have and what they need and

840
00:06:02,480 --> 00:06:02,740
to see what they <font color="#00ff00">have</font> and what they need and

841
00:06:02,740 --> 00:06:03,140
to see what they have <font color="#00ff00">and</font> what they need and

842
00:06:03,140 --> 00:06:03,300
to see what they have and <font color="#00ff00">what</font> they need and

843
00:06:03,300 --> 00:06:03,560
to see what they have and what <font color="#00ff00">they</font> need and

844
00:06:03,560 --> 00:06:03,860
to see what they have and what they <font color="#00ff00">need</font> and

845
00:06:03,860 --> 00:06:04,410
to see what they have and what they need <font color="#00ff00">and</font>

846
00:06:04,500 --> 00:06:04,680
<font color="#00ff00">work</font> backwards from a target molecule.

847
00:06:04,680 --> 00:06:05,220
work <font color="#00ff00">backwards</font> from a target molecule.

848
00:06:05,220 --> 00:06:05,560
work backwards <font color="#00ff00">from</font> a target molecule.

849
00:06:05,560 --> 00:06:05,640
work backwards from <font color="#00ff00">a</font> target molecule.

850
00:06:05,640 --> 00:06:05,900
work backwards from a <font color="#00ff00">target</font> molecule.

851
00:06:05,900 --> 00:06:06,000
work backwards from a target <font color="#00ff00">molecule.</font>

852
00:06:07,340 --> 00:06:07,380
<font color="#00ff00">But</font> it takes hours, even days.

853
00:06:07,380 --> 00:06:08,040
But <font color="#00ff00">it</font> takes hours, even days.

854
00:06:08,040 --> 00:06:08,120
But it takes hours, even days.

855
00:06:08,120 --> 00:06:08,240
But it <font color="#00ff00">takes</font> hours, even days.

856
00:06:08,240 --> 00:06:08,640
But it takes <font color="#00ff00">hours,</font> even days.

857
00:06:08,640 --> 00:06:09,080
But it takes hours, even days.

858
00:06:09,080 --> 00:06:09,180
But it takes hours, <font color="#00ff00">even</font> days.

859
00:06:09,180 --> 00:06:09,360
But it takes hours, even <font color="#00ff00">days.</font>

860
00:06:09,980 --> 00:06:10,060
<font color="#00ff00">And</font> LLM augmented systems like

861
00:06:10,060 --> 00:06:10,700
And <font color="#00ff00">LLM</font> augmented systems like

862
00:06:10,700 --> 00:06:11,200
And LLM augmented systems like

863
00:06:11,200 --> 00:06:11,300
And LLM <font color="#00ff00">augmented</font> systems like

864
00:06:11,300 --> 00:06:11,780
And LLM augmented <font color="#00ff00">systems</font> like

865
00:06:11,780 --> 00:06:12,020
And LLM augmented systems like

866
00:06:12,020 --> 00:06:12,160
And LLM augmented systems <font color="#00ff00">like</font>

867
00:06:12,700 --> 00:06:13,440
<font color="#00ff00">LLM's</font> SYN planner

868
00:06:13,440 --> 00:06:13,860
LLM's SYN planner

869
00:06:13,860 --> 00:06:14,040
LLM's <font color="#00ff00">SYN</font> planner

870
00:06:14,040 --> 00:06:14,700
LLM's SYN <font color="#00ff00">planner</font>

871
00:06:15,400 --> 00:06:15,500
<font color="#00ff00">from</font> the Oxf-2505.07027 uses evolutionary

872
00:06:15,500 --> 00:06:15,660
from <font color="#00ff00">the</font> Oxf-2505.07027 uses evolutionary

873
00:06:15,660 --> 00:06:16,080
from the <font color="#00ff00">Oxf</font>-2505.07027 uses evolutionary

874
00:06:16,080 --> 00:06:17,560
from the Oxf<font color="#00ff00">-2505</font>.07027 uses evolutionary

875
00:06:17,560 --> 00:06:19,360
from the Oxf-2505<font color="#00ff00">.07027</font> uses evolutionary

876
00:06:19,360 --> 00:06:20,360
from the Oxf-2505.07027 <font color="#00ff00">uses</font> evolutionary

877
00:06:20,360 --> 00:06:21,560
from the Oxf-2505.07027 uses <font color="#00ff00">evolutionary</font>

878
00:06:22,840 --> 00:06:23,040
<font color="#00ff00">search</font> combined with LLM reason to generate an optimized,

879
00:06:23,040 --> 00:06:23,420
search <font color="#00ff00">combined</font> with LLM reason to generate an optimized,

880
00:06:23,420 --> 00:06:23,780
search combined <font color="#00ff00">with</font> LLM reason to generate an optimized,

881
00:06:23,780 --> 00:06:23,820
search combined with LLM reason to generate an optimized,

882
00:06:23,820 --> 00:06:24,200
search combined with <font color="#00ff00">LLM</font> reason to generate an optimized,

883
00:06:24,200 --> 00:06:24,440
search combined with LLM <font color="#00ff00">reason</font> to generate an optimized,

884
00:06:24,440 --> 00:06:24,760
search combined with LLM reason <font color="#00ff00">to</font> generate an optimized,

885
00:06:24,760 --> 00:06:25,100
search combined with LLM reason to <font color="#00ff00">generate</font> an optimized,

886
00:06:25,100 --> 00:06:25,440
search combined with LLM reason to generate <font color="#00ff00">an</font> optimized,

887
00:06:25,440 --> 00:06:26,120
search combined with LLM reason to generate an <font color="#00ff00">optimized,</font>

888
00:06:26,400 --> 00:06:26,820
<font color="#00ff00">complete</font> retro synthesis pathways

889
00:06:26,820 --> 00:06:27,840
complete <font color="#00ff00">retro</font> synthesis pathways

890
00:06:27,840 --> 00:06:28,200
complete retro <font color="#00ff00">synthesis</font> pathways

891
00:06:28,200 --> 00:06:28,740
complete retro synthesis <font color="#00ff00">pathways</font>

892
00:06:29,420 --> 00:06:29,560
<font color="#00ff00">minutes.</font>

893
00:06:30,360 --> 00:06:30,520
<font color="#00ff00">Here's</font> a visualization of how AI plans a reaction pathway.

894
00:06:30,520 --> 00:06:30,580
Here's <font color="#00ff00">a</font> visualization of how AI plans a reaction pathway.

895
00:06:30,580 --> 00:06:31,040
Here's a <font color="#00ff00">visualization</font> of how AI plans a reaction pathway.

896
00:06:31,040 --> 00:06:31,540
Here's a visualization <font color="#00ff00">of</font> how AI plans a reaction pathway.

897
00:06:31,540 --> 00:06:31,720
Here's a visualization of how AI plans a reaction pathway.

898
00:06:31,720 --> 00:06:31,820
Here's a visualization of <font color="#00ff00">how</font> AI plans a reaction pathway.

899
00:06:31,820 --> 00:06:32,160
Here's a visualization of how <font color="#00ff00">AI</font> plans a reaction pathway.

900
00:06:32,160 --> 00:06:32,980
Here's a visualization of how AI <font color="#00ff00">plans</font> a reaction pathway.

901
00:06:32,980 --> 00:06:33,360
Here's a visualization of how AI plans <font color="#00ff00">a</font> reaction pathway.

902
00:06:33,360 --> 00:06:33,860
Here's a visualization of how AI plans a <font color="#00ff00">reaction</font> pathway.

903
00:06:33,860 --> 00:06:34,300
Here's a visualization of how AI plans a reaction <font color="#00ff00">pathway.</font>

904
00:06:35,000 --> 00:06:35,120
<font color="#00ff00">Now</font> let's talk about

905
00:06:35,120 --> 00:06:35,620
Now <font color="#00ff00">let's</font> talk about

906
00:06:35,620 --> 00:06:35,680
Now let's talk about

907
00:06:35,680 --> 00:06:35,780
Now let's <font color="#00ff00">talk</font> about

908
00:06:35,780 --> 00:06:36,060
Now let's talk <font color="#00ff00">about</font>

909
00:06:36,110 --> 00:06:36,660
<font color="#00ff00">the</font> specific break through that we've been

910
00:06:36,660 --> 00:06:37,120
the <font color="#00ff00">specific</font> break through that we've been

911
00:06:37,120 --> 00:06:37,480
the specific <font color="#00ff00">break</font> through that we've been

912
00:06:37,480 --> 00:06:37,700
the specific break <font color="#00ff00">through</font> that we've been

913
00:06:37,700 --> 00:06:37,920
the specific break through that we've been

914
00:06:37,920 --> 00:06:38,020
the specific break through <font color="#00ff00">that</font> we've been

915
00:06:38,020 --> 00:06:38,240
the specific break through that <font color="#00ff00">we've</font> been

916
00:06:38,240 --> 00:06:38,380
the specific break through that we've <font color="#00ff00">been</font>

917
00:06:38,380 --> 00:06:38,700
<font color="#00ff00">talking</font> about over a long period of time.

918
00:06:38,700 --> 00:06:38,720
talking about over a long period of time.

919
00:06:38,720 --> 00:06:38,960
talking <font color="#00ff00">about</font> over a long period of time.

920
00:06:38,960 --> 00:06:39,480
talking about <font color="#00ff00">over</font> a long period of time.

921
00:06:39,480 --> 00:06:39,660
talking about over <font color="#00ff00">a</font> long period of time.

922
00:06:39,660 --> 00:06:39,920
talking about over a <font color="#00ff00">long</font> period of time.

923
00:06:39,920 --> 00:06:40,020
talking about over a long period of time.

924
00:06:40,020 --> 00:06:40,120
talking about over a long <font color="#00ff00">period</font> of time.

925
00:06:40,120 --> 00:06:40,300
talking about over a long period <font color="#00ff00">of</font> time.

926
00:06:40,300 --> 00:06:40,440
talking about over a long period of <font color="#00ff00">time.</font>

927
00:06:41,700 --> 00:06:42,300
<font color="#00ff00">ChemDFN.</font>

928
00:06:43,340 --> 00:06:43,440
<font color="#00ff00">So</font> the chemical dialogue,

929
00:06:43,440 --> 00:06:43,980
So <font color="#00ff00">the</font> chemical dialogue,

930
00:06:43,980 --> 00:06:44,540
So the <font color="#00ff00">chemical</font> dialogue,

931
00:06:44,540 --> 00:06:45,320
So the chemical <font color="#00ff00">dialogue,</font>

932
00:06:45,900 --> 00:06:45,920
<font color="#00ff00">the</font> foundation mark, which is

933
00:06:45,920 --> 00:06:46,240
the <font color="#00ff00">foundation</font> mark, which is

934
00:06:46,240 --> 00:06:46,480
the foundation <font color="#00ff00">mark,</font> which is

935
00:06:46,480 --> 00:06:46,840
the foundation mark, which is

936
00:06:46,840 --> 00:06:46,960
the foundation mark, <font color="#00ff00">which</font> is

937
00:06:46,960 --> 00:06:47,180
the foundation mark, which <font color="#00ff00">is</font>

938
00:06:47,800 --> 00:06:47,920
<font color="#00ff00">according</font> to the arcs of paper

939
00:06:47,920 --> 00:06:48,160
according <font color="#00ff00">to</font> the arcs of paper

940
00:06:48,160 --> 00:06:48,340
according to <font color="#00ff00">the</font> arcs of paper

941
00:06:48,340 --> 00:06:48,540
according to the <font color="#00ff00">arcs</font> of paper

942
00:06:48,540 --> 00:06:48,660
according to the arcs <font color="#00ff00">of</font> paper

943
00:06:48,660 --> 00:06:48,900
according to the arcs of <font color="#00ff00">paper</font>

944
00:06:49,360 --> 00:06:49,460
<font color="#00ff00">through</font> 4-0-1.14818,

945
00:06:49,460 --> 00:06:49,640
through 4-0-1.14818,

946
00:06:49,640 --> 00:06:49,760
through <font color="#00ff00">4</font>-0-1.14818,

947
00:06:49,760 --> 00:06:50,500
through 4<font color="#00ff00">-0</font>-1.14818,

948
00:06:50,500 --> 00:06:50,840
through 4-0<font color="#00ff00">-1</font>.14818,

949
00:06:50,840 --> 00:06:51,690
through 4-0-1<font color="#00ff00">.14818,</font>

950
00:06:53,100 --> 00:06:53,900
<font color="#00ff00">ChemDFN</font> was trained on 34 billion tokens

951
00:06:53,900 --> 00:06:54,320
ChemDFN was trained on 34 billion tokens

952
00:06:54,320 --> 00:06:54,420
ChemDFN <font color="#00ff00">was</font> trained on 34 billion tokens

953
00:06:54,420 --> 00:06:54,840
ChemDFN was <font color="#00ff00">trained</font> on 34 billion tokens

954
00:06:54,840 --> 00:06:55,200
ChemDFN was trained <font color="#00ff00">on</font> 34 billion tokens

955
00:06:55,200 --> 00:06:56,680
ChemDFN was trained on <font color="#00ff00">34</font> billion tokens

956
00:06:56,680 --> 00:06:57,700
ChemDFN was trained on 34 <font color="#00ff00">billion</font> tokens

957
00:06:57,700 --> 00:06:58,400
ChemDFN was trained on 34 billion <font color="#00ff00">tokens</font>

958
00:06:59,000 --> 00:06:59,100
<font color="#00ff00">from</font> over 3.8 million chemistry papers

959
00:06:59,100 --> 00:06:59,840
from <font color="#00ff00">over</font> 3.8 million chemistry papers

960
00:06:59,840 --> 00:07:00,360
from over <font color="#00ff00">3</font>.8 million chemistry papers

961
00:07:00,360 --> 00:07:01,140
from over 3<font color="#00ff00">.8</font> million chemistry papers

962
00:07:01,140 --> 00:07:01,980
from over 3.8 <font color="#00ff00">million</font> chemistry papers

963
00:07:01,980 --> 00:07:02,880
from over 3.8 million <font color="#00ff00">chemistry</font> papers

964
00:07:02,880 --> 00:07:03,200
from over 3.8 million chemistry <font color="#00ff00">papers</font>

965
00:07:03,920 --> 00:07:04,040
<font color="#00ff00">and</font> 1,400 textbooks.

966
00:07:04,040 --> 00:07:04,760
and <font color="#00ff00">1</font>,400 textbooks.

967
00:07:04,760 --> 00:07:04,800
and 1,400 textbooks.

968
00:07:04,800 --> 00:07:06,260
and 1<font color="#00ff00">,400</font> textbooks.

969
00:07:06,260 --> 00:07:06,920
and 1,400 <font color="#00ff00">textbooks.</font>

970
00:07:07,960 --> 00:07:08,060
<font color="#00ff00">It</font> was then fine tuned with 2.7 million chemical instructions.

971
00:07:08,060 --> 00:07:08,180
It <font color="#00ff00">was</font> then fine tuned with 2.7 million chemical instructions.

972
00:07:08,180 --> 00:07:08,480
It was <font color="#00ff00">then</font> fine tuned with 2.7 million chemical instructions.

973
00:07:08,480 --> 00:07:09,100
It was then <font color="#00ff00">fine</font> tuned with 2.7 million chemical instructions.

974
00:07:09,100 --> 00:07:09,480
It was then fine <font color="#00ff00">tuned</font> with 2.7 million chemical instructions.

975
00:07:09,480 --> 00:07:09,880
It was then fine tuned with 2.7 million chemical instructions.

976
00:07:09,880 --> 00:07:09,980
It was then fine tuned <font color="#00ff00">with</font> 2.7 million chemical instructions.

977
00:07:09,980 --> 00:07:10,280
It was then fine tuned with <font color="#00ff00">2</font>.7 million chemical instructions.

978
00:07:10,280 --> 00:07:10,960
It was then fine tuned with 2<font color="#00ff00">.7</font> million chemical instructions.

979
00:07:10,960 --> 00:07:11,580
It was then fine tuned with 2.7 <font color="#00ff00">million</font> chemical instructions.

980
00:07:11,580 --> 00:07:12,260
It was then fine tuned with 2.7 million <font color="#00ff00">chemical</font> instructions.

981
00:07:12,260 --> 00:07:12,660
It was then fine tuned with 2.7 million chemical <font color="#00ff00">instructions.</font>

982
00:07:13,500 --> 00:07:13,600
<font color="#00ff00">This</font> means

983
00:07:13,600 --> 00:07:13,840
This <font color="#00ff00">means</font>

984
00:07:14,960 --> 00:07:15,060
<font color="#00ff00">that</font> the model can now think with a

985
00:07:15,060 --> 00:07:15,260
that <font color="#00ff00">the</font> model can now think with a

986
00:07:15,260 --> 00:07:15,560
that the <font color="#00ff00">model</font> can now think with a

987
00:07:15,560 --> 00:07:15,920
that the model can now think with a

988
00:07:15,920 --> 00:07:16,020
that the model <font color="#00ff00">can</font> now think with a

989
00:07:16,020 --> 00:07:16,340
that the model can <font color="#00ff00">now</font> think with a

990
00:07:16,340 --> 00:07:17,280
that the model can now <font color="#00ff00">think</font> with a

991
00:07:17,280 --> 00:07:17,740
that the model can now think with a

992
00:07:17,740 --> 00:07:17,840
that the model can now think <font color="#00ff00">with</font> a

993
00:07:17,840 --> 00:07:17,920
that the model can now think with <font color="#00ff00">a</font>

994
00:07:17,920 --> 00:07:18,460
<font color="#00ff00">capacity</font> of over a million scientists.

995
00:07:18,460 --> 00:07:19,260
capacity <font color="#00ff00">of</font> over a million scientists.

996
00:07:19,260 --> 00:07:19,680
capacity of <font color="#00ff00">over</font> a million scientists.

997
00:07:19,680 --> 00:07:19,860
capacity of over <font color="#00ff00">a</font> million scientists.

998
00:07:19,860 --> 00:07:20,180
capacity of over a <font color="#00ff00">million</font> scientists.

999
00:07:20,180 --> 00:07:20,700
capacity of over a million <font color="#00ff00">scientists.</font>

1000
00:07:21,700 --> 00:07:21,740
<font color="#00ff00">So</font> let's visualize a molecular structure

1001
00:07:21,740 --> 00:07:22,180
So <font color="#00ff00">let's</font> visualize a molecular structure

1002
00:07:22,180 --> 00:07:22,540
So let's <font color="#00ff00">visualize</font> a molecular structure

1003
00:07:22,540 --> 00:07:22,940
So let's visualize <font color="#00ff00">a</font> molecular structure

1004
00:07:22,940 --> 00:07:23,400
So let's visualize a <font color="#00ff00">molecular</font> structure

1005
00:07:23,400 --> 00:07:23,480
So let's visualize a molecular structure

1006
00:07:23,480 --> 00:07:24,100
So let's visualize a molecular <font color="#00ff00">structure</font>

1007
00:07:24,280 --> 00:07:24,440
<font color="#00ff00">that</font> ChemDFN can analyze in real time.

1008
00:07:24,440 --> 00:07:24,700
that ChemDFN can analyze in real time.

1009
00:07:24,700 --> 00:07:25,280
that <font color="#00ff00">ChemDFN</font> can analyze in real time.

1010
00:07:25,280 --> 00:07:25,720
that ChemDFN <font color="#00ff00">can</font> analyze in real time.

1011
00:07:25,720 --> 00:07:25,880
that ChemDFN can analyze in real time.

1012
00:07:25,880 --> 00:07:26,180
that ChemDFN can <font color="#00ff00">analyze</font> in real time.

1013
00:07:26,180 --> 00:07:26,560
that ChemDFN can analyze <font color="#00ff00">in</font> real time.

1014
00:07:26,560 --> 00:07:26,840
that ChemDFN can analyze in <font color="#00ff00">real</font> time.

1015
00:07:26,840 --> 00:07:27,240
that ChemDFN can analyze in real <font color="#00ff00">time.</font>

1016
00:07:27,820 --> 00:07:27,900
<font color="#00ff00">Now</font> what makes ChemDFN special?

1017
00:07:27,900 --> 00:07:28,100
Now <font color="#00ff00">what</font> makes ChemDFN special?

1018
00:07:28,100 --> 00:07:28,480
Now what <font color="#00ff00">makes</font> ChemDFN special?

1019
00:07:28,480 --> 00:07:28,900
Now what makes ChemDFN special?

1020
00:07:28,900 --> 00:07:29,440
Now what makes <font color="#00ff00">ChemDFN</font> special?

1021
00:07:29,440 --> 00:07:29,880
Now what makes ChemDFN <font color="#00ff00">special?</font>

1022
00:07:30,520 --> 00:07:30,680
<font color="#00ff00">Why</font> can't we use Gemini or GPD4 or GPD5?

1023
00:07:30,680 --> 00:07:30,900
Why <font color="#00ff00">can't</font> we use Gemini or GPD4 or GPD5?

1024
00:07:30,900 --> 00:07:31,020
Why can't <font color="#00ff00">we</font> use Gemini or GPD4 or GPD5?

1025
00:07:31,020 --> 00:07:31,260
Why can't we <font color="#00ff00">use</font> Gemini or GPD4 or GPD5?

1026
00:07:31,260 --> 00:07:31,660
Why can't we use <font color="#00ff00">Gemini</font> or GPD4 or GPD5?

1027
00:07:31,660 --> 00:07:32,020
Why can't we use Gemini <font color="#00ff00">or</font> GPD4 or GPD5?

1028
00:07:32,020 --> 00:07:32,860
Why can't we use Gemini or <font color="#00ff00">GPD4</font> or GPD5?

1029
00:07:32,860 --> 00:07:33,100
Why can't we use Gemini or GPD4 <font color="#00ff00">or</font> GPD5?

1030
00:07:33,100 --> 00:07:33,660
Why can't we use Gemini or GPD4 or <font color="#00ff00">GPD5?</font>

1031
00:07:34,440 --> 00:07:34,540
<font color="#00ff00">So</font> GPD4 and GPD5 treats chemistry as regular text,

1032
00:07:34,540 --> 00:07:35,400
So <font color="#00ff00">GPD4</font> and GPD5 treats chemistry as regular text,

1033
00:07:35,400 --> 00:07:35,620
So GPD4 <font color="#00ff00">and</font> GPD5 treats chemistry as regular text,

1034
00:07:35,620 --> 00:07:36,220
So GPD4 and <font color="#00ff00">GPD5</font> treats chemistry as regular text,

1035
00:07:36,220 --> 00:07:36,460
So GPD4 and GPD5 treats chemistry as regular text,

1036
00:07:36,460 --> 00:07:36,600
So GPD4 and GPD5 <font color="#00ff00">treats</font> chemistry as regular text,

1037
00:07:36,600 --> 00:07:36,780
So GPD4 and GPD5 treats chemistry as regular text,

1038
00:07:36,780 --> 00:07:37,080
So GPD4 and GPD5 treats <font color="#00ff00">chemistry</font> as regular text,

1039
00:07:37,080 --> 00:07:37,420
So GPD4 and GPD5 treats chemistry <font color="#00ff00">as</font> regular text,

1040
00:07:37,420 --> 00:07:37,600
So GPD4 and GPD5 treats chemistry as regular text,

1041
00:07:37,600 --> 00:07:37,800
So GPD4 and GPD5 treats chemistry as <font color="#00ff00">regular</font> text,

1042
00:07:37,800 --> 00:07:38,440
So GPD4 and GPD5 treats chemistry as regular <font color="#00ff00">text,</font>

1043
00:07:38,860 --> 00:07:39,040
<font color="#00ff00">but</font> ChemDFN understands smiles notation.

1044
00:07:39,040 --> 00:07:39,280
but ChemDFN understands smiles notation.

1045
00:07:39,280 --> 00:07:40,020
but <font color="#00ff00">ChemDFN</font> understands smiles notation.

1046
00:07:40,020 --> 00:07:40,880
but ChemDFN <font color="#00ff00">understands</font> smiles notation.

1047
00:07:40,880 --> 00:07:42,200
but ChemDFN understands <font color="#00ff00">smiles</font> notation.

1048
00:07:42,200 --> 00:07:42,300
but ChemDFN understands smiles <font color="#00ff00">notation.</font>

1049
00:07:43,760 --> 00:07:43,900
<font color="#00ff00">This</font> is a way that ChemDFN can be used

1050
00:07:43,900 --> 00:07:44,020
This <font color="#00ff00">is</font> a way that ChemDFN can be used

1051
00:07:44,020 --> 00:07:44,140
This is <font color="#00ff00">a</font> way that ChemDFN can be used

1052
00:07:44,140 --> 00:07:44,300
This is a <font color="#00ff00">way</font> that ChemDFN can be used

1053
00:07:44,300 --> 00:07:44,600
This is a way <font color="#00ff00">that</font> ChemDFN can be used

1054
00:07:44,600 --> 00:07:44,900
This is a way that <font color="#00ff00">ChemDFN can be used</font>

1055
00:07:44,900 --> 00:07:45,320
<font color="#00ff00">to analyze the chemical structure. Chemists</font> write molecules as text strings

1056
00:07:45,320 --> 00:07:45,760
to analyze the chemical structure. Chemists write molecules as text strings

1057
00:07:45,760 --> 00:07:46,020
to analyze the chemical structure. Chemists <font color="#00ff00">write</font> molecules as text strings

1058
00:07:46,020 --> 00:07:46,720
to analyze the chemical structure. Chemists write <font color="#00ff00">molecules</font> as text strings

1059
00:07:46,720 --> 00:07:46,740
to analyze the chemical structure. Chemists write molecules as text strings

1060
00:07:46,740 --> 00:07:47,240
to analyze the chemical structure. Chemists write molecules <font color="#00ff00">as</font> text strings

1061
00:07:47,240 --> 00:07:47,420
to analyze the chemical structure. Chemists write molecules as text strings

1062
00:07:47,420 --> 00:07:47,520
to analyze the chemical structure. Chemists write molecules as <font color="#00ff00">text</font> strings

1063
00:07:47,520 --> 00:07:47,900
to analyze the chemical structure. Chemists write molecules as text <font color="#00ff00">strings</font>

1064
00:07:48,780 --> 00:07:48,880
<font color="#00ff00">and</font> it speaks chemistry natively.

1065
00:07:48,880 --> 00:07:49,020
and <font color="#00ff00">it</font> speaks chemistry natively.

1066
00:07:49,020 --> 00:07:49,280
and it speaks chemistry natively.

1067
00:07:49,280 --> 00:07:49,400
and it <font color="#00ff00">speaks</font> chemistry natively.

1068
00:07:49,400 --> 00:07:50,180
and it speaks <font color="#00ff00">chemistry</font> natively.

1069
00:07:50,180 --> 00:07:50,280
and it speaks chemistry <font color="#00ff00">natively.</font>

1070
00:07:51,500 --> 00:07:51,580
<font color="#00ff00">Its</font> first language is chemistry.

1071
00:07:51,580 --> 00:07:51,760
Its first language is chemistry.

1072
00:07:51,760 --> 00:07:51,960
Its <font color="#00ff00">first</font> language is chemistry.

1073
00:07:51,960 --> 00:07:52,520
Its first <font color="#00ff00">language</font> is chemistry.

1074
00:07:52,520 --> 00:07:53,200
Its first language <font color="#00ff00">is</font> chemistry.

1075
00:07:53,200 --> 00:07:53,920
Its first language is <font color="#00ff00">chemistry.</font>

1076
00:07:54,560 --> 00:07:54,660
<font color="#00ff00">Now</font>

1077
00:07:55,560 --> 00:07:56,060
<font color="#00ff00">here's</font> what's super interesting.

1078
00:07:56,060 --> 00:07:56,600
here's <font color="#00ff00">what's</font> super interesting.

1079
00:07:56,600 --> 00:07:56,700
here's what's super interesting.

1080
00:07:56,700 --> 00:07:56,940
here's what's <font color="#00ff00">super</font> interesting.

1081
00:07:56,940 --> 00:07:57,140
here's what's super <font color="#00ff00">interesting.</font>

1082
00:07:57,920 --> 00:07:58,180
<font color="#00ff00">Despite</font> being only 13 billion parameters,

1083
00:07:58,180 --> 00:07:58,540
Despite <font color="#00ff00">being</font> only 13 billion parameters,

1084
00:07:58,540 --> 00:07:59,160
Despite being <font color="#00ff00">only</font> 13 billion parameters,

1085
00:07:59,160 --> 00:07:59,720
Despite being only <font color="#00ff00">13</font> billion parameters,

1086
00:07:59,720 --> 00:08:00,060
Despite being only 13 <font color="#00ff00">billion</font> parameters,

1087
00:08:00,060 --> 00:08:00,520
Despite being only 13 billion <font color="#00ff00">parameters,</font>

1088
00:08:00,680 --> 00:08:00,800
<font color="#00ff00">which</font> is actually small for a model.

1089
00:08:00,800 --> 00:08:00,940
which <font color="#00ff00">is</font> actually small for a model.

1090
00:08:00,940 --> 00:08:01,480
which is <font color="#00ff00">actually</font> small for a model.

1091
00:08:01,480 --> 00:08:01,840
which is actually <font color="#00ff00">small</font> for a model.

1092
00:08:01,840 --> 00:08:02,100
which is actually small <font color="#00ff00">for</font> a model.

1093
00:08:02,100 --> 00:08:02,260
which is actually small for <font color="#00ff00">a</font> model.

1094
00:08:02,260 --> 00:08:02,500
which is actually small for a <font color="#00ff00">model.</font>

1095
00:08:03,060 --> 00:08:03,260
<font color="#00ff00">Models</font> like chat GPT and GPD5 and Gemini are over 1

1096
00:08:03,260 --> 00:08:03,460
Models <font color="#00ff00">like</font> chat GPT and GPD5 and Gemini are over 1

1097
00:08:03,460 --> 00:08:03,640
Models like <font color="#00ff00">chat</font> GPT and GPD5 and Gemini are over 1

1098
00:08:03,640 --> 00:08:04,180
Models like chat <font color="#00ff00">GPT</font> and GPD5 and Gemini are over 1

1099
00:08:04,180 --> 00:08:04,600
Models like chat GPT <font color="#00ff00">and</font> GPD5 and Gemini are over 1

1100
00:08:04,600 --> 00:08:05,260
Models like chat GPT and <font color="#00ff00">GPD5</font> and Gemini are over 1

1101
00:08:05,260 --> 00:08:05,740
Models like chat GPT and GPD5 <font color="#00ff00">and</font> Gemini are over 1

1102
00:08:05,740 --> 00:08:05,860
Models like chat GPT and GPD5 and Gemini are over 1

1103
00:08:05,860 --> 00:08:06,160
Models like chat GPT and GPD5 and <font color="#00ff00">Gemini</font> are over 1

1104
00:08:06,160 --> 00:08:06,680
Models like chat GPT and GPD5 and Gemini <font color="#00ff00">are</font> over 1

1105
00:08:06,680 --> 00:08:07,040
Models like chat GPT and GPD5 and Gemini are <font color="#00ff00">over</font> 1

1106
00:08:07,040 --> 00:08:07,600
Models like chat GPT and GPD5 and Gemini are over <font color="#00ff00">1</font>

1107
00:08:07,600 --> 00:08:08,040
<font color="#00ff00">.5</font> trillion and even goes up to 5 trillion parameters.

1108
00:08:08,040 --> 00:08:08,380
.5 <font color="#00ff00">trillion</font> and even goes up to 5 trillion parameters.

1109
00:08:08,380 --> 00:08:08,600
.5 trillion <font color="#00ff00">and</font> even goes up to 5 trillion parameters.

1110
00:08:08,600 --> 00:08:08,680
.5 trillion and even goes up to 5 trillion parameters.

1111
00:08:08,680 --> 00:08:08,860
.5 trillion and <font color="#00ff00">even</font> goes up to 5 trillion parameters.

1112
00:08:08,860 --> 00:08:09,100
.5 trillion and even <font color="#00ff00">goes</font> up to 5 trillion parameters.

1113
00:08:09,100 --> 00:08:09,280
.5 trillion and even goes <font color="#00ff00">up</font> to 5 trillion parameters.

1114
00:08:09,280 --> 00:08:09,400
.5 trillion and even goes up <font color="#00ff00">to</font> 5 trillion parameters.

1115
00:08:09,400 --> 00:08:09,500
.5 trillion and even goes up to 5 trillion parameters.

1116
00:08:09,500 --> 00:08:09,640
.5 trillion and even goes up to <font color="#00ff00">5</font> trillion parameters.

1117
00:08:09,640 --> 00:08:10,040
.5 trillion and even goes up to 5 <font color="#00ff00">trillion</font> parameters.

1118
00:08:10,040 --> 00:08:10,640
.5 trillion and even goes up to 5 trillion <font color="#00ff00">parameters.</font>

1119
00:08:11,540 --> 00:08:11,560
<font color="#00ff00">And</font> parameters is the capacity of those neural networks.

1120
00:08:11,560 --> 00:08:11,960
And <font color="#00ff00">parameters</font> is the capacity of those neural networks.

1121
00:08:11,960 --> 00:08:12,340
And parameters <font color="#00ff00">is</font> the capacity of those neural networks.

1122
00:08:12,340 --> 00:08:12,820
And parameters is <font color="#00ff00">the</font> capacity of those neural networks.

1123
00:08:12,820 --> 00:08:13,440
And parameters is the <font color="#00ff00">capacity</font> of those neural networks.

1124
00:08:13,440 --> 00:08:13,800
And parameters is the capacity <font color="#00ff00">of</font> those neural networks.

1125
00:08:13,800 --> 00:08:13,960
And parameters is the capacity of <font color="#00ff00">those</font> neural networks.

1126
00:08:13,960 --> 00:08:14,360
And parameters is the capacity of those <font color="#00ff00">neural</font> networks.

1127
00:08:14,360 --> 00:08:14,620
And parameters is the capacity of those neural <font color="#00ff00">networks.</font>

1128
00:08:14,920 --> 00:08:15,180
<font color="#00ff00">How</font> many connections a neural network can make?

1129
00:08:15,180 --> 00:08:15,240
How many connections a neural network can make?

1130
00:08:15,240 --> 00:08:15,340
How <font color="#00ff00">many</font> connections a neural network can make?

1131
00:08:15,340 --> 00:08:15,860
How many <font color="#00ff00">connections</font> a neural network can make?

1132
00:08:15,860 --> 00:08:16,060
How many connections <font color="#00ff00">a</font> neural network can make?

1133
00:08:16,060 --> 00:08:16,240
How many connections a <font color="#00ff00">neural</font> network can make?

1134
00:08:16,240 --> 00:08:16,520
How many connections a neural <font color="#00ff00">network</font> can make?

1135
00:08:16,520 --> 00:08:16,760
How many connections a neural network <font color="#00ff00">can</font> make?

1136
00:08:16,760 --> 00:08:16,940
How many connections a neural network can <font color="#00ff00">make?</font>

1137
00:08:17,700 --> 00:08:18,500
<font color="#00ff00">So ChemDFN</font> actually outperforms GPD5 and current Gemini platforms

1138
00:08:18,500 --> 00:08:19,380
So ChemDFN <font color="#00ff00">actually</font> outperforms GPD5 and current Gemini platforms

1139
00:08:19,380 --> 00:08:20,740
So ChemDFN actually <font color="#00ff00">outperforms</font> GPD5 and current Gemini platforms

1140
00:08:20,740 --> 00:08:21,040
So ChemDFN actually outperforms GPD5 and current Gemini platforms

1141
00:08:21,040 --> 00:08:21,760
So ChemDFN actually outperforms <font color="#00ff00">GPD5</font> and current Gemini platforms

1142
00:08:21,760 --> 00:08:22,200
So ChemDFN actually outperforms GPD5 <font color="#00ff00">and</font> current Gemini platforms

1143
00:08:22,200 --> 00:08:22,540
So ChemDFN actually outperforms GPD5 and <font color="#00ff00">current</font> Gemini platforms

1144
00:08:22,540 --> 00:08:23,020
So ChemDFN actually outperforms GPD5 and current <font color="#00ff00">Gemini</font> platforms

1145
00:08:23,020 --> 00:08:23,500
So ChemDFN actually outperforms GPD5 and current Gemini <font color="#00ff00">platforms</font>

1146
00:08:24,020 --> 00:08:24,120
<font color="#00ff00">on</font> chemical benchmarks.

1147
00:08:24,120 --> 00:08:24,500
on <font color="#00ff00">chemical</font> benchmarks.

1148
00:08:24,500 --> 00:08:24,860
on chemical <font color="#00ff00">benchmarks.</font>

1149
00:08:25,580 --> 00:08:25,700
<font color="#00ff00">The</font> size of the model isn't everything.

1150
00:08:25,700 --> 00:08:26,160
The <font color="#00ff00">size</font> of the model isn't everything.

1151
00:08:26,160 --> 00:08:26,440
The size <font color="#00ff00">of</font> the model isn't everything.

1152
00:08:26,440 --> 00:08:26,560
The size of <font color="#00ff00">the</font> model isn't everything.

1153
00:08:26,560 --> 00:08:26,800
The size of the <font color="#00ff00">model</font> isn't everything.

1154
00:08:26,800 --> 00:08:27,180
The size of the model <font color="#00ff00">isn't</font> everything.

1155
00:08:27,180 --> 00:08:27,460
The size of the model isn't <font color="#00ff00">everything.</font>

1156
00:08:27,800 --> 00:08:27,900
<font color="#00ff00">This</font> is what matters.

1157
00:08:27,900 --> 00:08:28,020
This <font color="#00ff00">is</font> what matters.

1158
00:08:28,020 --> 00:08:28,160
This is <font color="#00ff00">what</font> matters.

1159
00:08:28,160 --> 00:08:28,420
This is what <font color="#00ff00">matters.</font>

1160
00:08:29,140 --> 00:08:29,780
<font color="#00ff00">Specification,</font> specialization,

1161
00:08:29,780 --> 00:08:30,120
Specification, specialization,

1162
00:08:30,120 --> 00:08:31,060
Specification, <font color="#00ff00">specialization,</font>

1163
00:08:31,660 --> 00:08:31,760
<font color="#00ff00">and</font> understanding the actual content and being trained on it.

1164
00:08:31,760 --> 00:08:32,300
and <font color="#00ff00">understanding</font> the actual content and being trained on it.

1165
00:08:32,300 --> 00:08:32,560
and understanding <font color="#00ff00">the</font> actual content and being trained on it.

1166
00:08:32,560 --> 00:08:32,880
and understanding the <font color="#00ff00">actual</font> content and being trained on it.

1167
00:08:32,880 --> 00:08:33,300
and understanding the actual <font color="#00ff00">content</font> and being trained on it.

1168
00:08:33,300 --> 00:08:33,320
and understanding the actual content and being trained on it.

1169
00:08:33,320 --> 00:08:33,460
and understanding the actual content <font color="#00ff00">and</font> being trained on it.

1170
00:08:33,460 --> 00:08:33,640
and understanding the actual content and <font color="#00ff00">being</font> trained on it.

1171
00:08:33,640 --> 00:08:33,940
and understanding the actual content and being <font color="#00ff00">trained</font> on it.

1172
00:08:33,940 --> 00:08:34,160
and understanding the actual content and being trained <font color="#00ff00">on</font> it.

1173
00:08:34,160 --> 00:08:34,260
and understanding the actual content and being trained on <font color="#00ff00">it.</font>

1174
00:08:34,420 --> 00:08:34,460
<font color="#00ff00">What</font> matters?

1175
00:08:34,460 --> 00:08:35,160
What <font color="#00ff00">matters?</font>

1176
00:08:35,480 --> 00:08:35,500
<font color="#00ff00">And</font> this is what research has found out.

1177
00:08:35,500 --> 00:08:35,620
And <font color="#00ff00">this</font> is what research has found out.

1178
00:08:35,620 --> 00:08:35,740
And this <font color="#00ff00">is</font> what research has found out.

1179
00:08:35,740 --> 00:08:35,920
And this is <font color="#00ff00">what</font> research has found out.

1180
00:08:35,920 --> 00:08:36,600
And this is what <font color="#00ff00">research</font> has found out.

1181
00:08:36,600 --> 00:08:37,220
And this is what research <font color="#00ff00">has</font> found out.

1182
00:08:37,220 --> 00:08:37,460
And this is what research has <font color="#00ff00">found</font> out.

1183
00:08:37,460 --> 00:08:37,640
And this is what research has found <font color="#00ff00">out.</font>

1184
00:08:38,480 --> 00:08:38,580
<font color="#00ff00">So</font> how does ChemDFN compare to the

1185
00:08:38,580 --> 00:08:39,000
So <font color="#00ff00">how</font> does ChemDFN compare to the

1186
00:08:39,000 --> 00:08:39,220
So how <font color="#00ff00">does</font> ChemDFN compare to the

1187
00:08:39,220 --> 00:08:40,100
So how does <font color="#00ff00">ChemDFN</font> compare to the

1188
00:08:40,100 --> 00:08:40,300
So how does ChemDFN compare to the

1189
00:08:40,300 --> 00:08:40,500
So how does ChemDFN <font color="#00ff00">compare</font> to the

1190
00:08:40,500 --> 00:08:40,740
So how does ChemDFN compare <font color="#00ff00">to</font> the

1191
00:08:40,740 --> 00:08:40,920
So how does ChemDFN compare to <font color="#00ff00">the</font>

1192
00:08:40,920 --> 00:08:41,240
<font color="#00ff00">alpha</font>-fold models we've had before?

1193
00:08:41,240 --> 00:08:41,380
alpha-fold models we've had before?

1194
00:08:41,380 --> 00:08:41,480
alpha<font color="#00ff00">-fold</font> models we've had before?

1195
00:08:41,480 --> 00:08:41,820
alpha-fold <font color="#00ff00">models</font> we've had before?

1196
00:08:41,820 --> 00:08:42,120
alpha-fold models <font color="#00ff00">we've</font> had before?

1197
00:08:42,120 --> 00:08:42,220
alpha-fold models we've <font color="#00ff00">had</font> before?

1198
00:08:42,220 --> 00:08:42,620
alpha-fold models we've had <font color="#00ff00">before?</font>

1199
00:08:44,920 --> 00:08:44,980
<font color="#00ff00">And</font> they're actually complementary and not competitors.

1200
00:08:44,980 --> 00:08:45,120
And <font color="#00ff00">they're</font> actually complementary and not competitors.

1201
00:08:45,120 --> 00:08:45,500
And they're <font color="#00ff00">actually</font> complementary and not competitors.

1202
00:08:45,500 --> 00:08:46,100
And they're actually <font color="#00ff00">complementary</font> and not competitors.

1203
00:08:46,100 --> 00:08:46,600
And they're actually complementary <font color="#00ff00">and</font> not competitors.

1204
00:08:46,600 --> 00:08:47,060
And they're actually complementary and <font color="#00ff00">not</font> competitors.

1205
00:08:47,060 --> 00:08:47,460
And they're actually complementary and not <font color="#00ff00">competitors.</font>

1206
00:08:48,480 --> 00:08:48,960
<font color="#00ff00">So you've</font> probably heard about alpha-fold,

1207
00:08:48,960 --> 00:08:49,040
So you've probably heard about alpha-fold,

1208
00:08:49,040 --> 00:08:49,200
So you've <font color="#00ff00">probably</font> heard about alpha-fold,

1209
00:08:49,200 --> 00:08:49,380
So you've probably <font color="#00ff00">heard</font> about alpha-fold,

1210
00:08:49,380 --> 00:08:49,640
So you've probably heard <font color="#00ff00">about</font> alpha-fold,

1211
00:08:49,640 --> 00:08:49,700
So you've probably heard about alpha-fold,

1212
00:08:49,700 --> 00:08:49,960
So you've probably heard about <font color="#00ff00">alpha</font>-fold,

1213
00:08:49,960 --> 00:08:50,200
So you've probably heard about alpha<font color="#00ff00">-fold,</font>

1214
00:08:50,440 --> 00:08:50,540
<font color="#00ff00">as</font> I said before.

1215
00:08:50,540 --> 00:08:50,620
as <font color="#00ff00">I</font> said before.

1216
00:08:50,620 --> 00:08:50,780
as I <font color="#00ff00">said</font> before.

1217
00:08:50,780 --> 00:08:51,120
as I said <font color="#00ff00">before.</font>

1218
00:08:51,640 --> 00:08:51,760
<font color="#00ff00">Alpha</font>-fold predicts what a protein looks like.

1219
00:08:51,760 --> 00:08:52,060
Alpha<font color="#00ff00">-fold</font> predicts what a protein looks like.

1220
00:08:52,060 --> 00:08:52,840
Alpha-fold <font color="#00ff00">predicts</font> what a protein looks like.

1221
00:08:52,840 --> 00:08:53,100
Alpha-fold predicts what a protein looks like.

1222
00:08:53,100 --> 00:08:53,360
Alpha-fold predicts <font color="#00ff00">what</font> a protein looks like.

1223
00:08:53,360 --> 00:08:53,780
Alpha-fold predicts what <font color="#00ff00">a</font> protein looks like.

1224
00:08:53,780 --> 00:08:54,160
Alpha-fold predicts what a <font color="#00ff00">protein</font> looks like.

1225
00:08:54,160 --> 00:08:54,640
Alpha-fold predicts what a protein <font color="#00ff00">looks</font> like.

1226
00:08:54,640 --> 00:08:54,740
Alpha-fold predicts what a protein looks <font color="#00ff00">like.</font>

1227
00:08:55,820 --> 00:08:56,160
<font color="#00ff00">Folding</font> amino acids,

1228
00:08:56,160 --> 00:08:56,400
Folding <font color="#00ff00">amino</font> acids,

1229
00:08:56,400 --> 00:08:56,940
Folding amino <font color="#00ff00">acids,</font>

1230
00:08:57,500 --> 00:08:57,760
<font color="#00ff00">sequences</font> into 3D structures,

1231
00:08:57,760 --> 00:08:58,120
sequences <font color="#00ff00">into</font> 3D structures,

1232
00:08:58,120 --> 00:08:58,260
sequences into 3D structures,

1233
00:08:58,260 --> 00:08:58,420
sequences into <font color="#00ff00">3D</font> structures,

1234
00:08:58,420 --> 00:08:58,880
sequences into 3D <font color="#00ff00">structures,</font>

1235
00:08:59,500 --> 00:08:59,600
<font color="#00ff00">a</font> revolutionized structural biologic. And

1236
00:08:59,600 --> 00:09:00,660
a <font color="#00ff00">revolutionized</font> structural biologic. And

1237
00:09:00,660 --> 00:09:00,980
a revolutionized structural biologic. And

1238
00:09:00,980 --> 00:09:01,360
a revolutionized <font color="#00ff00">structural</font> biologic. And

1239
00:09:01,360 --> 00:09:03,020
a revolutionized structural <font color="#00ff00">biologic. And</font>

1240
00:09:03,780 --> 00:09:04,000
<font color="#00ff00">here's</font> a protein structure visualization.

1241
00:09:04,000 --> 00:09:04,060
here's <font color="#00ff00">a</font> protein structure visualization.

1242
00:09:04,060 --> 00:09:04,300
here's a <font color="#00ff00">protein</font> structure visualization.

1243
00:09:04,300 --> 00:09:04,700
here's a protein <font color="#00ff00">structure</font> visualization.

1244
00:09:04,700 --> 00:09:05,200
here's a protein structure <font color="#00ff00">visualization.</font>

1245
00:09:05,860 --> 00:09:05,940
<font color="#00ff00">The</font> kind of output alpha-fold produces.

1246
00:09:05,940 --> 00:09:05,980
The kind of output alpha-fold produces.

1247
00:09:05,980 --> 00:09:06,120
The <font color="#00ff00">kind</font> of output alpha-fold produces.

1248
00:09:06,120 --> 00:09:06,280
The kind <font color="#00ff00">of</font> output alpha-fold produces.

1249
00:09:06,280 --> 00:09:06,700
The kind of <font color="#00ff00">output</font> alpha-fold produces.

1250
00:09:06,700 --> 00:09:07,000
The kind of output alpha-fold produces.

1251
00:09:07,000 --> 00:09:07,180
The kind of output <font color="#00ff00">alpha</font>-fold produces.

1252
00:09:07,180 --> 00:09:07,460
The kind of output alpha<font color="#00ff00">-fold</font> produces.

1253
00:09:07,460 --> 00:09:07,910
The kind of output alpha-fold <font color="#00ff00">produces.</font>

1254
00:09:08,680 --> 00:09:09,140
<font color="#00ff00">ChemDFN</font> on the other hand focuses on chemical synthesis

1255
00:09:09,140 --> 00:09:09,280
ChemDFN <font color="#00ff00">on</font> the other hand focuses on chemical synthesis

1256
00:09:09,280 --> 00:09:09,400
ChemDFN on <font color="#00ff00">the</font> other hand focuses on chemical synthesis

1257
00:09:09,400 --> 00:09:09,620
ChemDFN on the <font color="#00ff00">other</font> hand focuses on chemical synthesis

1258
00:09:09,620 --> 00:09:10,020
ChemDFN on the other <font color="#00ff00">hand</font> focuses on chemical synthesis

1259
00:09:10,020 --> 00:09:10,400
ChemDFN on the other hand focuses on chemical synthesis

1260
00:09:10,400 --> 00:09:10,640
ChemDFN on the other hand <font color="#00ff00">focuses</font> on chemical synthesis

1261
00:09:10,640 --> 00:09:11,140
ChemDFN on the other hand focuses <font color="#00ff00">on</font> chemical synthesis

1262
00:09:11,140 --> 00:09:11,480
ChemDFN on the other hand focuses on <font color="#00ff00">chemical</font> synthesis

1263
00:09:11,480 --> 00:09:12,000
ChemDFN on the other hand focuses on chemical <font color="#00ff00">synthesis</font>

1264
00:09:12,800 --> 00:09:12,940
<font color="#00ff00">and</font> reasoning.

1265
00:09:12,940 --> 00:09:13,380
and <font color="#00ff00">reasoning.</font>

1266
00:09:13,900 --> 00:09:14,000
<font color="#00ff00">It</font> helps design

1267
00:09:14,000 --> 00:09:14,260
It <font color="#00ff00">helps</font> design

1268
00:09:14,260 --> 00:09:14,760
It helps <font color="#00ff00">design</font>

1269
00:09:14,920 --> 00:09:15,380
<font color="#00ff00">molecules</font> that interact with proteins,

1270
00:09:15,380 --> 00:09:15,600
molecules <font color="#00ff00">that</font> interact with proteins,

1271
00:09:15,600 --> 00:09:16,040
molecules that <font color="#00ff00">interact</font> with proteins,

1272
00:09:16,040 --> 00:09:16,600
molecules that interact <font color="#00ff00">with</font> proteins,

1273
00:09:16,600 --> 00:09:17,060
molecules that interact with <font color="#00ff00">proteins,</font>

1274
00:09:17,800 --> 00:09:17,860
<font color="#00ff00">one</font> predicts structure,

1275
00:09:17,860 --> 00:09:18,240
one <font color="#00ff00">predicts</font> structure,

1276
00:09:18,240 --> 00:09:18,420
one predicts <font color="#00ff00">structure,</font>

1277
00:09:19,100 --> 00:09:19,200
<font color="#00ff00">and</font> the other designs function.

1278
00:09:19,200 --> 00:09:19,320
and <font color="#00ff00">the</font> other designs function.

1279
00:09:19,320 --> 00:09:19,600
and the <font color="#00ff00">other</font> designs function.

1280
00:09:19,600 --> 00:09:19,960
and the other <font color="#00ff00">designs</font> function.

1281
00:09:19,960 --> 00:09:20,360
and the other designs <font color="#00ff00">function.</font>

1282
00:09:21,700 --> 00:09:21,800
<font color="#00ff00">So</font> alpha-fold predicts the structure

1283
00:09:21,800 --> 00:09:22,360
So <font color="#00ff00">alpha</font>-fold predicts the structure

1284
00:09:22,360 --> 00:09:22,640
So alpha<font color="#00ff00">-fold</font> predicts the structure

1285
00:09:22,640 --> 00:09:23,540
So alpha-fold <font color="#00ff00">predicts</font> the structure

1286
00:09:23,540 --> 00:09:23,600
So alpha-fold predicts <font color="#00ff00">the</font> structure

1287
00:09:23,600 --> 00:09:23,880
So alpha-fold predicts the structure

1288
00:09:23,880 --> 00:09:23,980
So alpha-fold predicts the <font color="#00ff00">structure</font>

1289
00:09:23,980 --> 00:09:24,640
<font color="#00ff00">and</font> ChemDFN designs the function.

1290
00:09:24,640 --> 00:09:25,940
and <font color="#00ff00">ChemDFN</font> designs the function.

1291
00:09:25,940 --> 00:09:26,180
and ChemDFN designs the function.

1292
00:09:26,180 --> 00:09:26,520
and ChemDFN <font color="#00ff00">designs</font> the function.

1293
00:09:26,520 --> 00:09:27,040
and ChemDFN designs <font color="#00ff00">the</font> function.

1294
00:09:27,040 --> 00:09:27,400
and ChemDFN designs the <font color="#00ff00">function.</font>

1295
00:09:28,480 --> 00:09:28,580
<font color="#00ff00">So</font> the axis paper of 250.250.11326

1296
00:09:28,580 --> 00:09:28,920
So <font color="#00ff00">the</font> axis paper of 250.250.11326

1297
00:09:28,920 --> 00:09:29,100
So the axis paper of 250.250.11326

1298
00:09:29,100 --> 00:09:29,200
So the <font color="#00ff00">axis</font> paper of 250.250.11326

1299
00:09:29,200 --> 00:09:29,640
So the axis <font color="#00ff00">paper</font> of 250.250.11326

1300
00:09:29,640 --> 00:09:29,860
So the axis paper <font color="#00ff00">of</font> 250.250.11326

1301
00:09:29,860 --> 00:09:29,900
So the axis paper of 250.250.11326

1302
00:09:29,900 --> 00:09:30,320
So the axis paper of <font color="#00ff00">250</font>.250.11326

1303
00:09:30,320 --> 00:09:31,400
So the axis paper of 250<font color="#00ff00">.250</font>.11326

1304
00:09:31,400 --> 00:09:32,450
So the axis paper of 250.250<font color="#00ff00">.11326</font>

1305
00:09:34,540 --> 00:09:34,640
<font color="#00ff00">on</font> IDP4 to actually addresses alpha-folds limitations.

1306
00:09:34,640 --> 00:09:35,700
on <font color="#00ff00">IDP4</font> to actually addresses alpha-folds limitations.

1307
00:09:35,700 --> 00:09:35,980
on IDP4 <font color="#00ff00">to</font> actually addresses alpha-folds limitations.

1308
00:09:35,980 --> 00:09:36,020
on IDP4 to actually addresses alpha-folds limitations.

1309
00:09:36,020 --> 00:09:36,400
on IDP4 to <font color="#00ff00">actually</font> addresses alpha-folds limitations.

1310
00:09:36,400 --> 00:09:36,900
on IDP4 to actually <font color="#00ff00">addresses</font> alpha-folds limitations.

1311
00:09:36,900 --> 00:09:36,920
on IDP4 to actually addresses alpha-folds limitations.

1312
00:09:36,920 --> 00:09:37,840
on IDP4 to actually addresses <font color="#00ff00">alpha</font>-folds limitations.

1313
00:09:37,840 --> 00:09:38,180
on IDP4 to actually addresses alpha<font color="#00ff00">-folds</font> limitations.

1314
00:09:38,180 --> 00:09:38,280
on IDP4 to actually addresses alpha-folds <font color="#00ff00">limitations.</font>

1315
00:09:39,200 --> 00:09:39,260
<font color="#00ff00">It</font> struggles

1316
00:09:39,260 --> 00:09:39,700
It <font color="#00ff00">struggles</font>

1317
00:09:40,340 --> 00:09:40,440
<font color="#00ff00">with</font> this ordered proteins that don't have the structures.

1318
00:09:40,440 --> 00:09:40,720
with <font color="#00ff00">this</font> ordered proteins that don't have the structures.

1319
00:09:40,720 --> 00:09:41,060
with this <font color="#00ff00">ordered</font> proteins that don't have the structures.

1320
00:09:41,060 --> 00:09:41,500
with this ordered <font color="#00ff00">proteins</font> that don't have the structures.

1321
00:09:41,500 --> 00:09:41,960
with this ordered proteins that don't have the structures.

1322
00:09:41,960 --> 00:09:42,060
with this ordered proteins <font color="#00ff00">that</font> don't have the structures.

1323
00:09:42,060 --> 00:09:42,640
with this ordered proteins that <font color="#00ff00">don't</font> have the structures.

1324
00:09:42,640 --> 00:09:42,700
with this ordered proteins that don't have the structures.

1325
00:09:42,700 --> 00:09:42,920
with this ordered proteins that don't <font color="#00ff00">have</font> the structures.

1326
00:09:42,920 --> 00:09:43,400
with this ordered proteins that don't have <font color="#00ff00">the</font> structures.

1327
00:09:43,400 --> 00:09:43,760
with this ordered proteins that don't have the <font color="#00ff00">structures.</font>

1328
00:09:44,660 --> 00:09:44,760
<font color="#00ff00">The</font> phase is a little bit more complicated.

1329
00:09:44,760 --> 00:09:44,900
The <font color="#00ff00">phase is a little bit more complicated.</font>

1330
00:09:44,920 --> 00:09:45,180
<font color="#00ff00">So</font> the field keeps pushing forward to go over this barrier.

1331
00:09:45,180 --> 00:09:45,820
So <font color="#00ff00">the field keeps</font> pushing forward to go over this barrier.

1332
00:09:45,820 --> 00:09:46,380
So the field keeps <font color="#00ff00">pushing</font> forward to go over this barrier.

1333
00:09:46,380 --> 00:09:46,780
So the field keeps pushing <font color="#00ff00">forward</font> to go over this barrier.

1334
00:09:46,780 --> 00:09:47,020
So the field keeps pushing forward <font color="#00ff00">to</font> go over this barrier.

1335
00:09:47,020 --> 00:09:47,520
So the field keeps pushing forward to <font color="#00ff00">go</font> over this barrier.

1336
00:09:47,520 --> 00:09:47,840
So the field keeps pushing forward to go <font color="#00ff00">over</font> this barrier.

1337
00:09:47,840 --> 00:09:48,120
So the field keeps pushing forward to go over <font color="#00ff00">this</font> barrier.

1338
00:09:48,120 --> 00:09:48,600
So the field keeps pushing forward to go over this <font color="#00ff00">barrier.</font>

1339
00:09:49,200 --> 00:09:49,280
<font color="#00ff00">So</font> finally let's talk about retro synthesis.

1340
00:09:49,280 --> 00:09:49,720
So <font color="#00ff00">finally</font> let's talk about retro synthesis.

1341
00:09:49,720 --> 00:09:50,100
So finally <font color="#00ff00">let's</font> talk about retro synthesis.

1342
00:09:50,100 --> 00:09:50,140
So finally let's talk about retro synthesis.

1343
00:09:50,140 --> 00:09:50,240
So finally let's <font color="#00ff00">talk</font> about retro synthesis.

1344
00:09:50,240 --> 00:09:50,500
So finally let's talk <font color="#00ff00">about</font> retro synthesis.

1345
00:09:50,500 --> 00:09:50,720
So finally let's talk about <font color="#00ff00">retro</font> synthesis.

1346
00:09:50,720 --> 00:09:50,980
So finally let's talk about retro <font color="#00ff00">synthesis.</font>

1347
00:09:51,580 --> 00:09:51,720
<font color="#00ff00">It's</font> one of the most

1348
00:09:51,720 --> 00:09:51,760
It's one of the most

1349
00:09:51,760 --> 00:09:51,880
It's <font color="#00ff00">one</font> of the most

1350
00:09:51,880 --> 00:09:51,920
It's one <font color="#00ff00">of</font> the most

1351
00:09:51,920 --> 00:09:52,040
It's one of <font color="#00ff00">the</font> most

1352
00:09:52,040 --> 00:09:52,320
It's one of the <font color="#00ff00">most</font>

1353
00:09:53,060 --> 00:09:53,300
<font color="#00ff00">exciting</font> applications of AI in chemistry.

1354
00:09:53,300 --> 00:09:53,940
exciting <font color="#00ff00">applications</font> of AI in chemistry.

1355
00:09:53,940 --> 00:09:54,380
exciting applications of AI in chemistry.

1356
00:09:54,380 --> 00:09:54,480
exciting applications <font color="#00ff00">of</font> AI in chemistry.

1357
00:09:54,480 --> 00:09:54,720
exciting applications of <font color="#00ff00">AI</font> in chemistry.

1358
00:09:54,720 --> 00:09:55,120
exciting applications of AI <font color="#00ff00">in</font> chemistry.

1359
00:09:55,120 --> 00:09:55,420
exciting applications of AI in <font color="#00ff00">chemistry.</font>

1360
00:09:56,540 --> 00:09:56,640
<font color="#00ff00">Now,</font>

1361
00:09:56,720 --> 00:09:56,780
<font color="#00ff00">retro</font> synthesis is the art of working backwards.

1362
00:09:56,780 --> 00:09:57,240
retro <font color="#00ff00">synthesis</font> is the art of working backwards.

1363
00:09:57,240 --> 00:09:57,340
retro synthesis is the art of working backwards.

1364
00:09:57,340 --> 00:09:57,860
retro synthesis <font color="#00ff00">is</font> the art of working backwards.

1365
00:09:57,860 --> 00:09:58,040
retro synthesis is <font color="#00ff00">the</font> art of working backwards.

1366
00:09:58,040 --> 00:09:58,280
retro synthesis is the <font color="#00ff00">art</font> of working backwards.

1367
00:09:58,280 --> 00:09:58,540
retro synthesis is the art <font color="#00ff00">of</font> working backwards.

1368
00:09:58,540 --> 00:09:58,780
retro synthesis is the art of working backwards.

1369
00:09:58,780 --> 00:09:58,880
retro synthesis is the art of <font color="#00ff00">working</font> backwards.

1370
00:09:58,880 --> 00:09:59,400
retro synthesis is the art of working <font color="#00ff00">backwards.</font>

1371
00:10:00,340 --> 00:10:00,440
<font color="#00ff00">So</font> you start with a complex target molecule,

1372
00:10:00,440 --> 00:10:00,540
So <font color="#00ff00">you</font> start with a complex target molecule,

1373
00:10:00,540 --> 00:10:00,780
So you <font color="#00ff00">start</font> with a complex target molecule,

1374
00:10:00,780 --> 00:10:01,000
So you start <font color="#00ff00">with</font> a complex target molecule,

1375
00:10:01,000 --> 00:10:01,160
So you start with <font color="#00ff00">a</font> complex target molecule,

1376
00:10:01,160 --> 00:10:01,520
So you start with a <font color="#00ff00">complex</font> target molecule,

1377
00:10:01,520 --> 00:10:01,840
So you start with a complex <font color="#00ff00">target</font> molecule,

1378
00:10:01,840 --> 00:10:02,060
So you start with a complex target <font color="#00ff00">molecule,</font>

1379
00:10:02,600 --> 00:10:02,660
<font color="#00ff00">and</font> you break it down step by step into simpler,

1380
00:10:02,660 --> 00:10:02,760
and <font color="#00ff00">you</font> break it down step by step into simpler,

1381
00:10:02,760 --> 00:10:03,060
and you <font color="#00ff00">break</font> it down step by step into simpler,

1382
00:10:03,060 --> 00:10:03,200
and you break <font color="#00ff00">it</font> down step by step into simpler,

1383
00:10:03,200 --> 00:10:03,340
and you break it <font color="#00ff00">down</font> step by step into simpler,

1384
00:10:03,340 --> 00:10:03,580
and you break it down <font color="#00ff00">step</font> by step into simpler,

1385
00:10:03,580 --> 00:10:03,740
and you break it down step <font color="#00ff00">by</font> step into simpler,

1386
00:10:03,740 --> 00:10:03,940
and you break it down step by <font color="#00ff00">step</font> into simpler,

1387
00:10:03,940 --> 00:10:04,040
and you break it down step by step into simpler,

1388
00:10:04,040 --> 00:10:04,180
and you break it down step by step <font color="#00ff00">into</font> simpler,

1389
00:10:04,180 --> 00:10:04,580
and you break it down step by step into <font color="#00ff00">simpler,</font>

1390
00:10:05,200 --> 00:10:05,580
<font color="#00ff00">commercially</font> available starting materials.

1391
00:10:05,580 --> 00:10:06,340
commercially <font color="#00ff00">available</font> starting materials.

1392
00:10:06,340 --> 00:10:06,840
commercially available <font color="#00ff00">starting</font> materials.

1393
00:10:06,840 --> 00:10:07,180
commercially available starting <font color="#00ff00">materials.</font>

1394
00:10:07,320 --> 00:10:07,460
<font color="#00ff00">It's</font> kind of similar to what we did in organic chemistry.

1395
00:10:07,460 --> 00:10:07,500
It's kind of similar to what we did in organic chemistry.

1396
00:10:07,500 --> 00:10:07,600
It's <font color="#00ff00">kind</font> of similar to what we did in organic chemistry.

1397
00:10:07,600 --> 00:10:07,700
It's kind <font color="#00ff00">of</font> similar to what we did in organic chemistry.

1398
00:10:07,700 --> 00:10:07,940
It's kind of <font color="#00ff00">similar</font> to what we did in organic chemistry.

1399
00:10:07,940 --> 00:10:08,120
It's kind of similar <font color="#00ff00">to</font> what we did in organic chemistry.

1400
00:10:08,120 --> 00:10:08,280
It's kind of similar to <font color="#00ff00">what</font> we did in organic chemistry.

1401
00:10:08,280 --> 00:10:08,400
It's kind of similar to what <font color="#00ff00">we</font> did in organic chemistry.

1402
00:10:08,400 --> 00:10:08,540
It's kind of similar to what we <font color="#00ff00">did</font> in organic chemistry.

1403
00:10:08,540 --> 00:10:08,820
It's kind of similar to what we did <font color="#00ff00">in</font> organic chemistry.

1404
00:10:08,820 --> 00:10:09,240
It's kind of similar to what we did in <font color="#00ff00">organic</font> chemistry.

1405
00:10:09,240 --> 00:10:09,640
It's kind of similar to what we did in organic <font color="#00ff00">chemistry.</font>

1406
00:10:10,620 --> 00:10:10,720
<font color="#00ff00">And</font> it breaks through from arcsive to 510.1659.

1407
00:10:10,720 --> 00:10:10,780
And <font color="#00ff00">it</font> breaks through from arcsive to 510.1659.

1408
00:10:10,780 --> 00:10:11,000
And it <font color="#00ff00">breaks</font> through from arcsive to 510.1659.

1409
00:10:11,000 --> 00:10:11,280
And it breaks <font color="#00ff00">through</font> from arcsive to 510.1659.

1410
00:10:11,280 --> 00:10:11,620
And it breaks through <font color="#00ff00">from</font> arcsive to 510.1659.

1411
00:10:11,620 --> 00:10:12,580
And it breaks through from <font color="#00ff00">arcsive</font> to 510.1659.

1412
00:10:12,580 --> 00:10:12,780
And it breaks through from arcsive <font color="#00ff00">to</font> 510.1659.

1413
00:10:12,780 --> 00:10:12,880
And it breaks through from arcsive to 510.1659.

1414
00:10:12,880 --> 00:10:13,520
And it breaks through from arcsive to <font color="#00ff00">510</font>.1659.

1415
00:10:13,520 --> 00:10:14,120
And it breaks through from arcsive to 510<font color="#00ff00">.1659.</font>

1416
00:10:17,920 --> 00:10:18,300
<font color="#00ff00">So</font> this model is designed to identify the

1417
00:10:18,300 --> 00:10:18,460
So this model is designed to identify the

1418
00:10:18,460 --> 00:10:18,780
So <font color="#00ff00">this</font> model is designed to identify the

1419
00:10:18,780 --> 00:10:19,220
So this <font color="#00ff00">model</font> is designed to identify the

1420
00:10:19,220 --> 00:10:19,560
So this model <font color="#00ff00">is</font> designed to identify the

1421
00:10:19,560 --> 00:10:19,820
So this model is <font color="#00ff00">designed</font> to identify the

1422
00:10:19,820 --> 00:10:20,380
So this model is designed <font color="#00ff00">to</font> identify the

1423
00:10:20,380 --> 00:10:21,120
So this model is designed to <font color="#00ff00">identify</font> the

1424
00:10:21,120 --> 00:10:21,340
So this model is designed to identify <font color="#00ff00">the</font>

1425
00:10:21,520 --> 00:10:22,500
<font color="#00ff00">molecules</font> and attract them through the reaction.

1426
00:10:22,500 --> 00:10:23,680
molecules <font color="#00ff00">and</font> attract them through the reaction.

1427
00:10:23,680 --> 00:10:24,240
molecules and <font color="#00ff00">attract</font> them through the reaction.

1428
00:10:24,240 --> 00:10:24,860
molecules and attract <font color="#00ff00">them</font> through the reaction.

1429
00:10:24,860 --> 00:10:25,140
molecules and attract them through the reaction.

1430
00:10:25,140 --> 00:10:25,260
molecules and attract them <font color="#00ff00">through</font> the reaction.

1431
00:10:25,260 --> 00:10:25,740
molecules and attract them through <font color="#00ff00">the</font> reaction.

1432
00:10:25,740 --> 00:10:26,080
molecules and attract them through the <font color="#00ff00">reaction.</font>

1433
00:10:26,900 --> 00:10:27,020
<font color="#00ff00">This</font> atom level reasoning achieves over 90% accuracy

1434
00:10:27,020 --> 00:10:27,400
This <font color="#00ff00">atom</font> level reasoning achieves over 90% accuracy

1435
00:10:27,400 --> 00:10:27,620
This atom <font color="#00ff00">level</font> reasoning achieves over 90% accuracy

1436
00:10:27,620 --> 00:10:28,000
This atom level <font color="#00ff00">reasoning</font> achieves over 90% accuracy

1437
00:10:28,000 --> 00:10:28,440
This atom level reasoning achieves over 90% accuracy

1438
00:10:28,440 --> 00:10:28,640
This atom level reasoning <font color="#00ff00">achieves</font> over 90% accuracy

1439
00:10:28,640 --> 00:10:28,780
This atom level reasoning achieves over 90% accuracy

1440
00:10:28,780 --> 00:10:28,960
This atom level reasoning achieves <font color="#00ff00">over</font> 90% accuracy

1441
00:10:28,960 --> 00:10:29,480
This atom level reasoning achieves over <font color="#00ff00">90</font>% accuracy

1442
00:10:29,480 --> 00:10:29,920
This atom level reasoning achieves over 90<font color="#00ff00">%</font> accuracy

1443
00:10:29,920 --> 00:10:30,540
This atom level reasoning achieves over 90% <font color="#00ff00">accuracy</font>

1444
00:10:30,820 --> 00:10:30,920
<font color="#00ff00">and</font> identifying where reactions should happen.

1445
00:10:30,920 --> 00:10:31,700
and <font color="#00ff00">identifying</font> where reactions should happen.

1446
00:10:31,700 --> 00:10:32,220
and identifying <font color="#00ff00">where</font> reactions should happen.

1447
00:10:32,220 --> 00:10:33,080
and identifying where <font color="#00ff00">reactions</font> should happen.

1448
00:10:33,080 --> 00:10:33,380
and identifying where reactions <font color="#00ff00">should</font> happen.

1449
00:10:33,380 --> 00:10:33,700
and identifying where reactions should <font color="#00ff00">happen.</font>

1450
00:10:34,600 --> 00:10:34,660
<font color="#00ff00">And</font> 94% accuracy in predicting the final reactants.

1451
00:10:34,660 --> 00:10:35,120
And <font color="#00ff00">94</font>% accuracy in predicting the final reactants.

1452
00:10:35,120 --> 00:10:35,180
And 94% accuracy in predicting the final reactants.

1453
00:10:35,180 --> 00:10:35,600
And 94<font color="#00ff00">%</font> accuracy in predicting the final reactants.

1454
00:10:35,600 --> 00:10:36,100
And 94% <font color="#00ff00">accuracy</font> in predicting the final reactants.

1455
00:10:36,100 --> 00:10:36,120
And 94% accuracy in predicting the final reactants.

1456
00:10:36,120 --> 00:10:36,340
And 94% accuracy <font color="#00ff00">in</font> predicting the final reactants.

1457
00:10:36,340 --> 00:10:37,000
And 94% accuracy in <font color="#00ff00">predicting</font> the final reactants.

1458
00:10:37,000 --> 00:10:37,780
And 94% accuracy in predicting <font color="#00ff00">the</font> final reactants.

1459
00:10:37,780 --> 00:10:38,260
And 94% accuracy in predicting the <font color="#00ff00">final</font> reactants.

1460
00:10:38,260 --> 00:10:38,700
And 94% accuracy in predicting the final <font color="#00ff00">reactants.</font>

1461
00:10:39,380 --> 00:10:39,620
<font color="#00ff00">So no</font> atoms are lost or magically created.

1462
00:10:39,620 --> 00:10:40,020
So no <font color="#00ff00">atoms</font> are lost or magically created.

1463
00:10:40,020 --> 00:10:40,260
So no atoms <font color="#00ff00">are</font> lost or magically created.

1464
00:10:40,260 --> 00:10:40,580
So no atoms are <font color="#00ff00">lost</font> or magically created.

1465
00:10:40,580 --> 00:10:40,620
So no atoms are lost or magically created.

1466
00:10:40,620 --> 00:10:41,060
So no atoms are lost <font color="#00ff00">or</font> magically created.

1467
00:10:41,060 --> 00:10:41,500
So no atoms are lost or <font color="#00ff00">magically</font> created.

1468
00:10:41,500 --> 00:10:42,000
So no atoms are lost or magically <font color="#00ff00">created.</font>

1469
00:10:42,840 --> 00:10:42,940
<font color="#00ff00">So</font> let me show you something interesting.

1470
00:10:42,940 --> 00:10:43,520
So <font color="#00ff00">let</font> me show you something interesting.

1471
00:10:43,520 --> 00:10:43,640
So let <font color="#00ff00">me</font> show you something interesting.

1472
00:10:43,640 --> 00:10:43,880
So let me <font color="#00ff00">show</font> you something interesting.

1473
00:10:43,880 --> 00:10:44,040
So let me show <font color="#00ff00">you</font> something interesting.

1474
00:10:44,040 --> 00:10:44,700
So let me show you <font color="#00ff00">something</font> interesting.

1475
00:10:44,700 --> 00:10:44,800
So let me show you something <font color="#00ff00">interesting.</font>

1476
00:10:45,080 --> 00:10:45,260
<font color="#00ff00">Interactive.</font>

1477
00:10:46,240 --> 00:10:46,340
<font color="#00ff00">This</font> simulation demonstrates collision theory

1478
00:10:46,340 --> 00:10:46,880
This <font color="#00ff00">simulation</font> demonstrates collision theory

1479
00:10:46,880 --> 00:10:47,840
This simulation <font color="#00ff00">demonstrates</font> collision theory

1480
00:10:47,840 --> 00:10:48,360
This simulation demonstrates <font color="#00ff00">collision</font> theory

1481
00:10:48,360 --> 00:10:48,760
This simulation demonstrates collision <font color="#00ff00">theory</font>

1482
00:10:49,400 --> 00:10:49,500
<font color="#00ff00">and</font> how temperatures and concentration affects

1483
00:10:49,500 --> 00:10:49,660
and <font color="#00ff00">how</font> temperatures and concentration affects

1484
00:10:49,660 --> 00:10:50,280
and how <font color="#00ff00">temperatures</font> and concentration affects

1485
00:10:50,280 --> 00:10:50,620
and how temperatures <font color="#00ff00">and</font> concentration affects

1486
00:10:50,620 --> 00:10:50,720
and how temperatures and concentration affects

1487
00:10:50,720 --> 00:10:51,000
and how temperatures and <font color="#00ff00">concentration</font> affects

1488
00:10:51,000 --> 00:10:51,020
and how temperatures and concentration affects

1489
00:10:51,020 --> 00:10:51,620
and how temperatures and concentration <font color="#00ff00">affects</font>

1490
00:10:52,320 --> 00:10:52,460
<font color="#00ff00">rate</font> reaction rates.

1491
00:10:52,460 --> 00:10:53,040
rate <font color="#00ff00">reaction</font> rates.

1492
00:10:53,040 --> 00:10:53,260
rate reaction <font color="#00ff00">rates.</font>

1493
00:10:54,180 --> 00:10:54,200
<font color="#00ff00">So</font> we focus on collision theory a lot.

1494
00:10:54,200 --> 00:10:54,300
So <font color="#00ff00">we</font> focus on collision theory a lot.

1495
00:10:54,300 --> 00:10:54,600
So we <font color="#00ff00">focus</font> on collision theory a lot.

1496
00:10:54,600 --> 00:10:54,820
So we focus <font color="#00ff00">on</font> collision theory a lot.

1497
00:10:54,820 --> 00:10:55,180
So we focus on collision theory a lot.

1498
00:10:55,180 --> 00:10:55,360
So we focus on <font color="#00ff00">collision</font> theory a lot.

1499
00:10:55,360 --> 00:10:55,640
So we focus on collision <font color="#00ff00">theory</font> a lot.

1500
00:10:55,640 --> 00:10:55,820
So we focus on collision theory <font color="#00ff00">a</font> lot.

1501
00:10:55,820 --> 00:10:56,000
So we focus on collision theory a <font color="#00ff00">lot.</font>

1502
00:10:56,200 --> 00:10:56,440
<font color="#00ff00">And this</font> will help visualize that.

1503
00:10:56,440 --> 00:10:56,600
And this <font color="#00ff00">will</font> help visualize that.

1504
00:10:56,600 --> 00:10:56,980
And this will <font color="#00ff00">help</font> visualize that.

1505
00:10:56,980 --> 00:10:57,600
And this will help <font color="#00ff00">visualize</font> that.

1506
00:10:57,600 --> 00:10:57,700
And this will help visualize <font color="#00ff00">that.</font>

1507
00:10:58,660 --> 00:10:58,760
<font color="#00ff00">So</font> to summarize everything we've covered today.

1508
00:10:58,760 --> 00:10:59,100
So <font color="#00ff00">to</font> summarize everything we've covered today.

1509
00:10:59,100 --> 00:10:59,520
So to <font color="#00ff00">summarize</font> everything we've covered today.

1510
00:10:59,520 --> 00:10:59,800
So to summarize everything we've covered today.

1511
00:10:59,800 --> 00:10:59,900
So to summarize <font color="#00ff00">everything</font> we've covered today.

1512
00:10:59,900 --> 00:11:00,180
So to summarize everything <font color="#00ff00">we've</font> covered today.

1513
00:11:00,180 --> 00:11:00,280
So to summarize everything we've covered today.

1514
00:11:00,280 --> 00:11:00,380
So to summarize everything we've <font color="#00ff00">covered</font> today.

1515
00:11:00,380 --> 00:11:00,740
So to summarize everything we've covered <font color="#00ff00">today.</font>

1516
00:11:01,620 --> 00:11:01,840
<font color="#00ff00">AI</font> in chemistry

1517
00:11:01,840 --> 00:11:02,060
AI <font color="#00ff00">in</font> chemistry

1518
00:11:02,060 --> 00:11:02,420
AI in <font color="#00ff00">chemistry</font>

1519
00:11:03,000 --> 00:11:03,100
<font color="#00ff00">has</font> evolved from simple rule-based systems to powerful foundation

1520
00:11:03,100 --> 00:11:03,500
has <font color="#00ff00">evolved</font> from simple rule-based systems to powerful foundation

1521
00:11:03,500 --> 00:11:03,880
has evolved <font color="#00ff00">from</font> simple rule-based systems to powerful foundation

1522
00:11:03,880 --> 00:11:04,360
has evolved from <font color="#00ff00">simple</font> rule-based systems to powerful foundation

1523
00:11:04,360 --> 00:11:04,400
has evolved from simple rule-based systems to powerful foundation

1524
00:11:04,400 --> 00:11:04,720
has evolved from simple <font color="#00ff00">rule</font>-based systems to powerful foundation

1525
00:11:04,720 --> 00:11:04,940
has evolved from simple rule<font color="#00ff00">-based</font> systems to powerful foundation

1526
00:11:04,940 --> 00:11:05,540
has evolved from simple rule-based <font color="#00ff00">systems</font> to powerful foundation

1527
00:11:05,540 --> 00:11:05,880
has evolved from simple rule-based systems <font color="#00ff00">to</font> powerful foundation

1528
00:11:05,880 --> 00:11:06,120
has evolved from simple rule-based systems to powerful foundation

1529
00:11:06,120 --> 00:11:06,440
has evolved from simple rule-based systems to <font color="#00ff00">powerful</font> foundation

1530
00:11:06,440 --> 00:11:06,520
has evolved from simple rule-based systems to powerful foundation

1531
00:11:06,520 --> 00:11:07,360
has evolved from simple rule-based systems to powerful <font color="#00ff00">foundation</font>

1532
00:11:07,360 --> 00:11:07,840
<font color="#00ff00">models</font> like ChemDFN and system prompts ensure chemical validity.

1533
00:11:07,840 --> 00:11:08,180
models <font color="#00ff00">like</font> ChemDFN and system prompts ensure chemical validity.

1534
00:11:08,180 --> 00:11:09,080
models like <font color="#00ff00">ChemDFN</font> and system prompts ensure chemical validity.

1535
00:11:09,080 --> 00:11:09,560
models like ChemDFN and system prompts ensure chemical validity.

1536
00:11:09,560 --> 00:11:09,680
models like ChemDFN <font color="#00ff00">and</font> system prompts ensure chemical validity.

1537
00:11:09,680 --> 00:11:10,060
models like ChemDFN and <font color="#00ff00">system</font> prompts ensure chemical validity.

1538
00:11:10,060 --> 00:11:10,440
models like ChemDFN and system <font color="#00ff00">prompts</font> ensure chemical validity.

1539
00:11:10,440 --> 00:11:11,040
models like ChemDFN and system prompts <font color="#00ff00">ensure</font> chemical validity.

1540
00:11:11,040 --> 00:11:11,620
models like ChemDFN and system prompts ensure <font color="#00ff00">chemical</font> validity.

1541
00:11:11,620 --> 00:11:11,980
models like ChemDFN and system prompts ensure chemical <font color="#00ff00">validity.</font>

1542
00:11:14,920 --> 00:11:15,080
<font color="#00ff00">So</font> we're going to make synthesis planning

1543
00:11:15,080 --> 00:11:15,780
So <font color="#00ff00">we're going to make synthesis</font> planning

1544
00:11:15,780 --> 00:11:16,320
So we're going to make synthesis <font color="#00ff00">planning</font>

1545
00:11:17,180 --> 00:11:17,360
<font color="#00ff00">and</font> atom anchored reasoning begins an

1546
00:11:17,360 --> 00:11:17,940
and <font color="#00ff00">atom</font> anchored reasoning begins an

1547
00:11:17,940 --> 00:11:18,660
and atom <font color="#00ff00">anchored</font> reasoning begins an

1548
00:11:18,660 --> 00:11:18,900
and atom anchored reasoning begins an

1549
00:11:18,900 --> 00:11:19,240
and atom anchored <font color="#00ff00">reasoning</font> begins an

1550
00:11:19,240 --> 00:11:19,780
and atom anchored reasoning <font color="#00ff00">begins</font> an

1551
00:11:19,780 --> 00:11:21,120
and atom anchored reasoning begins <font color="#00ff00">an</font>

1552
00:11:21,340 --> 00:11:21,780
<font color="#00ff00">unprecedented</font> precision to retro synthesis.

1553
00:11:21,780 --> 00:11:22,880
unprecedented <font color="#00ff00">precision</font> to retro synthesis.

1554
00:11:22,880 --> 00:11:23,300
unprecedented precision <font color="#00ff00">to</font> retro synthesis.

1555
00:11:23,300 --> 00:11:23,540
unprecedented precision to <font color="#00ff00">retro</font> synthesis.

1556
00:11:23,540 --> 00:11:23,680
unprecedented precision to retro <font color="#00ff00">synthesis.</font>

1557
00:11:24,720 --> 00:11:25,060
<font color="#00ff00">It's</font> from generating essays to revolutionizing drug discovery.

1558
00:11:25,060 --> 00:11:25,100
It's from generating essays to revolutionizing drug discovery.

1559
00:11:25,100 --> 00:11:25,200
It's <font color="#00ff00">from</font> generating essays to revolutionizing drug discovery.

1560
00:11:25,200 --> 00:11:26,220
It's from <font color="#00ff00">generating</font> essays to revolutionizing drug discovery.

1561
00:11:26,220 --> 00:11:26,800
It's from generating <font color="#00ff00">essays</font> to revolutionizing drug discovery.

1562
00:11:26,800 --> 00:11:27,300
It's from generating essays <font color="#00ff00">to</font> revolutionizing drug discovery.

1563
00:11:27,300 --> 00:11:28,000
It's from generating essays to <font color="#00ff00">revolutionizing</font> drug discovery.

1564
00:11:28,000 --> 00:11:28,660
It's from generating essays to revolutionizing <font color="#00ff00">drug</font> discovery.

1565
00:11:28,660 --> 00:11:29,140
It's from generating essays to revolutionizing drug <font color="#00ff00">discovery.</font>

1566
00:11:29,740 --> 00:11:29,880
<font color="#00ff00">AI</font> is proving that its potential stretches

1567
00:11:29,880 --> 00:11:30,240
AI <font color="#00ff00">is</font> proving that its potential stretches

1568
00:11:30,240 --> 00:11:30,580
AI is <font color="#00ff00">proving</font> that its potential stretches

1569
00:11:30,580 --> 00:11:30,860
AI is proving <font color="#00ff00">that</font> its potential stretches

1570
00:11:30,860 --> 00:11:31,200
AI is proving that <font color="#00ff00">its</font> potential stretches

1571
00:11:31,200 --> 00:11:31,300
AI is proving that its potential stretches

1572
00:11:31,300 --> 00:11:31,760
AI is proving that its <font color="#00ff00">potential</font> stretches

1573
00:11:31,760 --> 00:11:32,320
AI is proving that its potential <font color="#00ff00">stretches</font>

1574
00:11:32,320 --> 00:11:32,720
<font color="#00ff00">far</font> beyond what we initially imagined.

1575
00:11:32,720 --> 00:11:33,060
far <font color="#00ff00">beyond</font> what we initially imagined.

1576
00:11:33,060 --> 00:11:33,820
far beyond <font color="#00ff00">what</font> we initially imagined.

1577
00:11:33,820 --> 00:11:33,880
far beyond what we initially imagined.

1578
00:11:33,880 --> 00:11:33,980
far beyond what <font color="#00ff00">we</font> initially imagined.

1579
00:11:33,980 --> 00:11:34,400
far beyond what we <font color="#00ff00">initially</font> imagined.

1580
00:11:34,400 --> 00:11:34,820
far beyond what we initially <font color="#00ff00">imagined.</font>

1581
00:11:35,520 --> 00:11:35,640
<font color="#00ff00">And in</font> chemistry,

1582
00:11:35,640 --> 00:11:35,940
And in <font color="#00ff00">chemistry,</font>

1583
00:11:36,200 --> 00:11:36,420
<font color="#00ff00">it's</font> not going to replace scientists anytime.

1584
00:11:36,420 --> 00:11:36,480
it's not going to replace scientists anytime.

1585
00:11:36,480 --> 00:11:36,600
it's <font color="#00ff00">not</font> going to replace scientists anytime.

1586
00:11:36,600 --> 00:11:37,160
it's not <font color="#00ff00">going</font> to replace scientists anytime.

1587
00:11:37,160 --> 00:11:37,320
it's not going <font color="#00ff00">to</font> replace scientists anytime.

1588
00:11:37,320 --> 00:11:37,580
it's not going to <font color="#00ff00">replace</font> scientists anytime.

1589
00:11:37,580 --> 00:11:37,980
it's not going to replace <font color="#00ff00">scientists</font> anytime.

1590
00:11:37,980 --> 00:11:38,630
it's not going to replace scientists <font color="#00ff00">anytime.</font>

1591
00:11:39,160 --> 00:11:39,260
<font color="#00ff00">It's</font> giving them tools,

1592
00:11:39,260 --> 00:11:39,460
It's <font color="#00ff00">giving</font> them tools,

1593
00:11:39,460 --> 00:11:39,680
It's giving <font color="#00ff00">them</font> tools,

1594
00:11:39,680 --> 00:11:40,200
It's giving them <font color="#00ff00">tools,</font>

1595
00:11:40,860 --> 00:11:41,200
<font color="#00ff00">utilities,</font> they can use to overcome obstacles.

1596
00:11:41,200 --> 00:11:41,640
utilities, they can use to overcome obstacles.

1597
00:11:41,640 --> 00:11:41,660
utilities, <font color="#00ff00">they</font> can use to overcome obstacles.

1598
00:11:41,660 --> 00:11:41,800
utilities, they <font color="#00ff00">can</font> use to overcome obstacles.

1599
00:11:41,800 --> 00:11:42,180
utilities, they can <font color="#00ff00">use</font> to overcome obstacles.

1600
00:11:42,180 --> 00:11:42,860
utilities, they can use <font color="#00ff00">to</font> overcome obstacles.

1601
00:11:42,860 --> 00:11:43,600
utilities, they can use to <font color="#00ff00">overcome</font> obstacles.

1602
00:11:43,600 --> 00:11:44,100
utilities, they can use to overcome <font color="#00ff00">obstacles.</font>

1603
00:11:45,320 --> 00:11:45,420
<font color="#00ff00">To</font> become something more than what we are.

1604
00:11:45,420 --> 00:11:45,740
To <font color="#00ff00">become</font> something more than what we are.

1605
00:11:45,740 --> 00:11:46,480
To become <font color="#00ff00">something</font> more than what we are.

1606
00:11:46,480 --> 00:11:46,820
To become something <font color="#00ff00">more</font> than what we are.

1607
00:11:46,820 --> 00:11:47,600
To become something more <font color="#00ff00">than</font> what we are.

1608
00:11:47,600 --> 00:11:47,780
To become something more than <font color="#00ff00">what</font> we are.

1609
00:11:47,780 --> 00:11:47,960
To become something more than what <font color="#00ff00">we</font> are.

1610
00:11:47,960 --> 00:11:48,100
To become something more than what we <font color="#00ff00">are.</font>

1611
00:11:48,660 --> 00:11:48,700
<font color="#00ff00">Now</font> thank you for joining my exploration of AI in chemistry.

1612
00:11:48,700 --> 00:11:48,960
Now <font color="#00ff00">thank</font> you for joining my exploration of AI in chemistry.

1613
00:11:48,960 --> 00:11:49,120
Now thank <font color="#00ff00">you</font> for joining my exploration of AI in chemistry.

1614
00:11:49,120 --> 00:11:49,280
Now thank you <font color="#00ff00">for</font> joining my exploration of AI in chemistry.

1615
00:11:49,280 --> 00:11:49,520
Now thank you for <font color="#00ff00">joining</font> my exploration of AI in chemistry.

1616
00:11:49,520 --> 00:11:49,700
Now thank you for joining <font color="#00ff00">my</font> exploration of AI in chemistry.

1617
00:11:49,700 --> 00:11:50,260
Now thank you for joining my <font color="#00ff00">exploration</font> of AI in chemistry.

1618
00:11:50,260 --> 00:11:50,280
Now thank you for joining my exploration of AI in chemistry.

1619
00:11:50,280 --> 00:11:50,500
Now thank you for joining my exploration <font color="#00ff00">of</font> AI in chemistry.

1620
00:11:50,500 --> 00:11:50,700
Now thank you for joining my exploration of <font color="#00ff00">AI</font> in chemistry.

1621
00:11:50,700 --> 00:11:51,080
Now thank you for joining my exploration of AI <font color="#00ff00">in</font> chemistry.

1622
00:11:51,080 --> 00:11:51,340
Now thank you for joining my exploration of AI in <font color="#00ff00">chemistry.</font>

1623
00:11:51,620 --> 00:11:51,780
<font color="#00ff00">And this</font> has been Mayharkana.

1624
00:11:51,780 --> 00:11:51,920
And this <font color="#00ff00">has</font> been Mayharkana.

1625
00:11:51,920 --> 00:11:52,100
And this has <font color="#00ff00">been</font> Mayharkana.

1626
00:11:52,100 --> 00:11:52,500
And this has been <font color="#00ff00">Mayharkana.</font>

1627
00:11:53,620 --> 00:11:53,840
<font color="#00ff00">And</font> I'm pleased to show you this.

1628
00:11:53,840 --> 00:11:54,400
And <font color="#00ff00">I'm</font> pleased to show you this.

1629
00:11:54,400 --> 00:11:54,600
And I'm <font color="#00ff00">pleased</font> to show you this.

1630
00:11:54,600 --> 00:11:55,060
And I'm pleased <font color="#00ff00">to</font> show you this.

1631
00:11:55,060 --> 00:11:55,980
And I'm pleased to <font color="#00ff00">show</font> you this.

1632
00:11:55,980 --> 00:11:56,140
And I'm pleased to show <font color="#00ff00">you</font> this.

1633
00:11:56,140 --> 00:11:56,420
And I'm pleased to show you <font color="#00ff00">this.</font>

1634
00:11:56,920 --> 00:11:57,020
<font color="#00ff00">Feel</font> free to walk around this platform.

1635
00:11:57,020 --> 00:11:57,200
Feel <font color="#00ff00">free</font> to walk around this platform.

1636
00:11:57,200 --> 00:11:57,440
Feel free <font color="#00ff00">to</font> walk around this platform.

1637
00:11:57,440 --> 00:11:57,740
Feel free to <font color="#00ff00">walk</font> around this platform.

1638
00:11:57,740 --> 00:11:58,020
Feel free to walk <font color="#00ff00">around</font> this platform.

1639
00:11:58,020 --> 00:11:58,260
Feel free to walk around <font color="#00ff00">this</font> platform.

1640
00:11:58,260 --> 00:11:58,660
Feel free to walk around this <font color="#00ff00">platform.</font>

1641
00:11:59,200 --> 00:12:00,040
<font color="#00ff00">And there's</font> ChemDFN that you can actually use in real time.

1642
00:12:00,040 --> 00:12:00,220
And there's ChemDFN that you can actually use in real time.

1643
00:12:00,220 --> 00:12:00,780
And there's <font color="#00ff00">ChemDFN</font> that you can actually use in real time.

1644
00:12:00,780 --> 00:12:00,920
And there's ChemDFN <font color="#00ff00">that</font> you can actually use in real time.

1645
00:12:00,920 --> 00:12:01,120
And there's ChemDFN that <font color="#00ff00">you</font> can actually use in real time.

1646
00:12:01,120 --> 00:12:01,220
And there's ChemDFN that you <font color="#00ff00">can</font> actually use in real time.

1647
00:12:01,220 --> 00:12:01,460
And there's ChemDFN that you can <font color="#00ff00">actually</font> use in real time.

1648
00:12:01,460 --> 00:12:01,480
And there's ChemDFN that you can actually use in real time.

1649
00:12:01,480 --> 00:12:01,780
And there's ChemDFN that you can actually <font color="#00ff00">use</font> in real time.

1650
00:12:01,780 --> 00:12:01,960
And there's ChemDFN that you can actually use <font color="#00ff00">in</font> real time.

1651
00:12:01,960 --> 00:12:02,140
And there's ChemDFN that you can actually use in <font color="#00ff00">real</font> time.

1652
00:12:02,140 --> 00:12:02,420
And there's ChemDFN that you can actually use in real <font color="#00ff00">time.</font>

1653
00:12:02,880 --> 00:12:02,960
<font color="#00ff00">It</font> uses similar system prompt that ChemDFN actually has.

1654
00:12:02,960 --> 00:12:03,240
It <font color="#00ff00">uses</font> similar system prompt that ChemDFN actually has.

1655
00:12:03,240 --> 00:12:03,760
It uses <font color="#00ff00">similar</font> system prompt that ChemDFN actually has.

1656
00:12:03,760 --> 00:12:04,040
It uses similar system prompt that ChemDFN actually has.

1657
00:12:04,040 --> 00:12:04,140
It uses similar <font color="#00ff00">system</font> prompt that ChemDFN actually has.

1658
00:12:04,140 --> 00:12:04,380
It uses similar system <font color="#00ff00">prompt</font> that ChemDFN actually has.

1659
00:12:04,380 --> 00:12:04,580
It uses similar system prompt <font color="#00ff00">that</font> ChemDFN actually has.

1660
00:12:04,580 --> 00:12:05,180
It uses similar system prompt that <font color="#00ff00">ChemDFN</font> actually has.

1661
00:12:05,180 --> 00:12:05,480
It uses similar system prompt that ChemDFN <font color="#00ff00">actually</font> has.

1662
00:12:05,480 --> 00:12:05,800
It uses similar system prompt that ChemDFN actually <font color="#00ff00">has.</font>

1663
00:12:06,400 --> 00:12:06,520
<font color="#00ff00">And</font> it will help you understand the true working behind the model.

1664
00:12:06,520 --> 00:12:06,700
And <font color="#00ff00">it</font> will help you understand the true working behind the model.

1665
00:12:06,700 --> 00:12:06,880
And it <font color="#00ff00">will</font> help you understand the true working behind the model.

1666
00:12:06,880 --> 00:12:07,180
And it will <font color="#00ff00">help</font> you understand the true working behind the model.

1667
00:12:07,180 --> 00:12:07,520
And it will help <font color="#00ff00">you</font> understand the true working behind the model.

1668
00:12:07,520 --> 00:12:08,160
And it will help you <font color="#00ff00">understand</font> the true working behind the model.

1669
00:12:08,160 --> 00:12:08,740
And it will help you understand <font color="#00ff00">the</font> true working behind the model.

1670
00:12:08,740 --> 00:12:08,900
And it will help you understand the true working behind the model.

1671
00:12:08,900 --> 00:12:09,000
And it will help you understand the <font color="#00ff00">true</font> working behind the model.

1672
00:12:09,000 --> 00:12:09,340
And it will help you understand the true <font color="#00ff00">working</font> behind the model.

1673
00:12:09,340 --> 00:12:09,740
And it will help you understand the true working <font color="#00ff00">behind</font> the model.

1674
00:12:09,740 --> 00:12:09,900
And it will help you understand the true working behind <font color="#00ff00">the</font> model.

1675
00:12:09,900 --> 00:12:10,080
And it will help you understand the true working behind the <font color="#00ff00">model.</font>

1676
00:12:10,840 --> 00:12:10,940
<font color="#00ff00">You</font> can ask it any questions related to chemistry and have fun.

1677
00:12:10,940 --> 00:12:11,020
You <font color="#00ff00">can</font> ask it any questions related to chemistry and have fun.

1678
00:12:11,020 --> 00:12:11,200
You can <font color="#00ff00">ask</font> it any questions related to chemistry and have fun.

1679
00:12:11,200 --> 00:12:11,220
You can ask it any questions related to chemistry and have fun.

1680
00:12:11,220 --> 00:12:11,320
You can ask <font color="#00ff00">it</font> any questions related to chemistry and have fun.

1681
00:12:11,320 --> 00:12:11,520
You can ask it <font color="#00ff00">any</font> questions related to chemistry and have fun.

1682
00:12:11,520 --> 00:12:11,840
You can ask it any <font color="#00ff00">questions</font> related to chemistry and have fun.

1683
00:12:11,840 --> 00:12:12,000
You can ask it any questions related to chemistry and have fun.

1684
00:12:12,000 --> 00:12:12,140
You can ask it any questions <font color="#00ff00">related</font> to chemistry and have fun.

1685
00:12:12,140 --> 00:12:12,340
You can ask it any questions related <font color="#00ff00">to</font> chemistry and have fun.

1686
00:12:12,340 --> 00:12:12,440
You can ask it any questions related to chemistry and have fun.

1687
00:12:12,440 --> 00:12:12,680
You can ask it any questions related to <font color="#00ff00">chemistry</font> and have fun.

1688
00:12:12,680 --> 00:12:13,260
You can ask it any questions related to chemistry <font color="#00ff00">and</font> have fun.

1689
00:12:13,260 --> 00:12:13,740
You can ask it any questions related to chemistry and have fun.

1690
00:12:13,740 --> 00:12:13,840
You can ask it any questions related to chemistry and <font color="#00ff00">have</font> fun.

1691
00:12:13,840 --> 00:12:14,060
You can ask it any questions related to chemistry and have <font color="#00ff00">fun.</font>

1692
00:12:14,960 --> 00:12:15,080
<font color="#00ff00">Thank</font> you for watching.

1693
00:12:15,080 --> 00:12:15,200
Thank <font color="#00ff00">you</font> for watching.

1694
00:12:15,200 --> 00:12:15,220
Thank you for watching.

1695
00:12:15,220 --> 00:12:15,320
Thank you <font color="#00ff00">for</font> watching.

1696
00:12:15,320 --> 00:12:15,520
Thank you for <font color="#00ff00">watching.</font>