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What's the difference between AI and a random generator?
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<blockquote data-quote="giant.robot" data-source="post: 9289929" data-attributes="member: 93119"><p>To expand on this a bit. If you built a small AI that used only integer math, a fully deterministic pRNG, and a small training set the determinism of the system would be evident. Such a GenAI wouldn't necessarily be useful but it would show the determinism from first principals. </p><p></p><p>The issue with determinism in "useful" GenAI is their training sets are enormous, they have billions of parameters, most use floating point math, and then of course tunable parameters like seeds and temperature. The total search space of those various factors is too large to <em>practically</em> search for deterministic paths even though it's <em>technically</em> possible.</p><p></p><p>I dislike the "black box" terminology because it suggests the determinism is technically unknowable as if the code is performing something supernatural. It's just code. It's not magic.</p></blockquote><p></p>
[QUOTE="giant.robot, post: 9289929, member: 93119"] To expand on this a bit. If you built a small AI that used only integer math, a fully deterministic pRNG, and a small training set the determinism of the system would be evident. Such a GenAI wouldn't necessarily be useful but it would show the determinism from first principals. The issue with determinism in "useful" GenAI is their training sets are enormous, they have billions of parameters, most use floating point math, and then of course tunable parameters like seeds and temperature. The total search space of those various factors is too large to [I]practically[/I] search for deterministic paths even though it's [I]technically[/I] possible. I dislike the "black box" terminology because it suggests the determinism is technically unknowable as if the code is performing something supernatural. It's just code. It's not magic. [/QUOTE]
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Community
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What's the difference between AI and a random generator?
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