WEBVTT

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Meet Bramble, your agent.

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It carries every instruction you give it.

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One day it forgets to cite a source.

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So someone adds a rule.

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And another.

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And another.

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Now nobody knows which rocks still do anything.

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Preceptor starts from the mistake that actually happened.

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It writes one small cue, and keeps it out of the pack.

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Then it races two Brambles on the same tasks.

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One gets the cue.

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One doesn’t.

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Too close to call.

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So the cue stays a candidate, and nothing gets added.

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Taking a rule out needs proof too.

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It goes quiet first.

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If the mistake returns, the rule comes back.

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Preceptor.

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Keep agent guidance that earns its place.