implementation-planning

You can convert a product specification into a developer handoff by generating structured implementation planning artifacts like decision matrices, numbered task chains, and verification gate contracts. This process ensures code implementation starts with clear, approved architectural choices and acceptance criteria mapping.

A verification gate contract defines smoke tests, probes, and rollback procedures to ensure shipped code meets specified requirements. It acts as a quality standard in implementation planning, preventing ambiguous requirements from passing into the development phase without formalized acceptance criteria.

To break down acceptance criteria into ordered tasks, you map dependencies into a numbered task chain while applying module size compliance checks. This prevents unplanned monolith growth and ensures each development step aligns with the broader architectural decisions locked in the specification.

Yes, this workflow applies to large projects like a rental marketplace by formalizing architectural choices and generating a ready-to-use implementer handoff prompt. It processes drafted product specs to produce cross-artifact consistency checks and module size discipline before coding begins.

The best way to document architectural decisions for AI handoff is capturing choices, alternatives considered, and lock status in a decision matrix. This preserves context and avoids rework by providing the AI developer session with canonical spec and planning artifacts directly.

Task breakdown requires module size compliance checks to prevent unplanned monolith growth during code implementation. By enforcing documentation tier and module size discipline policies, the planning process maintains structural integrity and ensures tasks remain manageable for developers.