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concept-explanation

النجوم٥
التفرعات٠
آخر تحديث١١ مايو ٢٠٢٦ في ١١:٠٩

Evidence-bound investigation producing a falsifiable architectural mental model of a code concept, pattern, term, or component in large legacy codebases. Use WHENEVER user asks WHAT/HOW/WHERE about code — /explain, "explain X", "what is X", "how does X work", "trace this concept across layers", "preflight before bug-fix", "build mental model", "architectural overview", "layer-by-layer explanation", "F/B/D-XXX pattern explanation", or pastes a domain term or component name asking what it does or how it fits. Four modes — --teach (default educational), --brief (≤5pp preflight), --for-bug-fix (≤3pp "Where to dig" 1-pager feeding /bug.why), --deep (full + alternative-design). Falsification-first, anti-hallucination — Step-Back + Architectural Hypothesis BEFORE any code, AST-aware retrieval, hybrid grep+graph subagent fan-out, Cross-Layer Contract Violation Detector, Layer Activation Matrix, ≥1 ◆◆◆ per key claim with Mutation Counterfactual, CoVe Gate 2 factored verification, Citation-Grounded re-read, Mental-Real

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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