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paqad-ai

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Spec-driven development framework — AI agents that think before they type

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interface: display_name: Module Attribution Extractor short_description: >- Deterministic first-pass module-attribution extractor for the Attribution Gate. Applies a finite, framework-owned pattern set to a prompt and surfaces MD-XXXX drafts via the Decision Pause Contract.