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Balances task quality, safety, reliability, latency, tokens, cost, refusals, repairs, and fallbacks by route and slice.
Separates structural validity from factual accuracy, evidence, authorization, and domain invariants.
Uses hierarchy and adjacency to recover context that flat chunks lose while avoiding indiscriminate document expansion.
Explains how generated text, markup, code, URLs, and tool arguments can become injection or integrity risks downstream.