implement-story

Story implementation requires orchestrating scoped task planning, test-first code changes, and an independent QA gate to achieve review-ready completion. It guides staged commits and optional compose-based verification with clear readiness criteria.

Test-first development with an independent QA gate involves writing tests before implementation, staging code changes, and passing a separate quality verification step. This ensures traceable commits and structured task readiness before final review.

End-to-end task workflows coordinate software issue resolution by scoping the brief, guiding test-first changes, enforcing an independent review, and verifying commits. This structured approach ensures traceable readiness from planning to deployment validation.

Yes, the workflow supports optional compose-based verification to validate readiness before deployment. It applies structured task planning and commit verification to ensure scoped CoordinationPane stories satisfy clear readiness criteria.

Structured task scoping and commit verification are needed when implementing stories or issues that require traceable, review-ready code changes. It enforces test-first development and an independent QA gate to guarantee readiness before finalizing.

The best way to verify code changes for a task brief is applying a test-first workflow with staged changes, an independent QA gate, and commit verification. This ensures structured planning and optional compose-based readiness validation.