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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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# Regression Layer Map Map recommendations like this: - unit: isolated logic or transformation changes - integration: persistence, contracts, or service boundaries - end-to-end: critical user-visible cross-boundary flows - manual verification: behavior not yet automatable with current tooling