Build The Oracle Before The Answer

Defeat answer-then-rationalize: when a claim is checkable more cheaply than it is producible (a row count, a benchmark number, "this refactor preserves behavior", a combinatorial count, "this query returns X"), write the independent truth-check AND commit its expected value BEFORE you produce the answer. The failure it prevents: an LLM emits a fluent answer and then manufactures support for whatever it already said — verification collapses into self-agreement because the check was built after the answer. Triggers on any quantitative or verifiable claim, especially counts, latencies, "this works", and anything you'd be tempted to assert without running.

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