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Step Amplification Factor

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Definition

Step amplification turns a small but reliable per-step signal into a strong global one by chaining many steps together — the basic mechanism behind iterative refinement, search, and most agentic capability gains. Useful when each step is honest; catastrophic when each step is a little bit wrong in a correlated direction.

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