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بنقرة واحدة

verifier-rederive-from-raw-not-the-checked-artifact

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آخر تحديث٨ يوليو ٢٠٢٦ في ١٢:١٤

Use when DESIGNING or building a conformance judge / verifier / linter / LLM-as-judge / golden-render check / "does the output honestly reflect the input" gate — anything that validates a DERIVED or RENDERED artifact (HTML, report, serialized payload, dashboard, doc) against the source it was produced from. The trap: the verifier reads its "expected" values from the SAME intermediate artifact the producer already emitted (the serialized framing dict the template consumed, the metadata the renderer wrote, the cached classification) — so the check compares a value to itself and PASSES tautologically on the exact dishonesty it exists to catch (e.g. a "green badge on a negative result" passes because the badge token and the expected token came from the same already-computed dict). Fix + design rule: the verifier must RE-DERIVE its expectations from the RAW inputs by calling the producer logic ITSELF (classify/compute from the source bundle), never trust the intermediate artifact under test. Use when: (1) writing

التثبيت

التثبيت باستخدام Codex أو Claude انسخ هذا Prompt والصقه في Codex أو Claude أو مساعد آخر ليراجع صفحة Skill ويثبّتها لك.

SKILL.md
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