afc:implement

Automating code implementation tasks requires running phase-by-phase execution that sequentially or parallel batches processes task dependencies, generating a detailed tasks.md file from plan.md if it doesn't exist. This ensures features are built according to plan and specifications.

Task decomposition breaks down complex code implementation into smaller sequential or parallel batches based on dependencies and complexity. You need it when managing the full development cycle requires automated dependency management, error recovery, and structured execution.

Executing specific tasks like T005 involves triggering phase-by-phase execution that runs implementation tasks sequentially or in parallel batches based on task dependencies and complexity, managing the full development cycle with automated error recovery and dependency resolution.

Automated code implementation integrates with CI gates and critic loops for quality assurance, running robust verification through safety snapshots to ensure code quality and adherence to architecture. It handles the full development cycle including testing and code reviews.

Automated task generation creates a detailed tasks.md file from plan.md if it doesn't exist, enabling structured execution of code implementation tasks. This works when a plan has been generated for a new feature and needs automatic task breakdown.

Automated code implementation handles error recovery during task execution, but may face limitations when dependencies are unresolved or when CI gates fail during robust verification. Safety snapshots help manage recovery, but complex architecture adherence issues may require manual intervention.