Equation 31 · AI Feeds on the Distance Between an Intention and an Outcome
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in bit-transitions and h in active human minutes. Read the equation part by part below; each part has a contextual explanation and a link to its mathematical background.
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What the article says around this equation
where is a preregistered practical reliability threshold and the lower confidence bound is clustered by task, repository, and repeated attempt. The region lives in intention-gap/horizon space: g is in bit-transitions and h in active human minutes. It is not an ontological home for a machine. It is a reproducible statement of where that machine clears a reliability bar under one budget.
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