FunnyEnough

Engineering notes & expertise

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Claim-ladder gate: verify against the live source before you encode it

Verify before encodeFreshModel-agnosticverified 2026-06-21sha 100edf9b2ae8

Born in: the post where it earned its place →

A vendor “double-check your work” prompt asks the model to re-read its own reasoning; this one bans encoding on doc/memory authority entirely and forces a cited live run as the gate, born from a real case where trusting a tool’s own README would have shipped a guardrail that clipped test output and hid failures.

Fill in: claim_to_encode target_file

Shared as is, for reference. Read it and decide what it will do before you run it; using it is your responsibility, under the terms.