workflow

A spec-driven lifecycle orchestrates non-trivial coding tasks by enforcing canonical artifact order and preserving rationale from proposal to PR. It ensures traceability across stages through living documentation, plans, specs, and architecture notes.

You maintain traceability from idea to pull request by routing complex work through a spec-driven lifecycle that links to PRs and captures decisions. Evidence-based progress uses living artifacts to preserve assumptions and learnings across stages.

You need lifecycle orchestration for software architecture planning when starting, resuming, auditing, or routing complex development work that requires artifact discipline. It coordinates multi-stage lifecycle steps across lanes to enforce canonical artifact order.

Yes, spec-driven routing supports living documentation, plans, specs, architecture notes, and ADRs as the project evolves. It applies lane orchestration to select the right sequence of skills and capture decisions throughout the end-to-end lifecycle.

The best way to enforce artifact order in a test-driven development workflow is using an orchestrator that applies lifecycle guardrails from proposal to PR. It coordinates multi-stage steps across lanes while preserving rationale and linking to PRs.

Complex development work requires lane orchestration and artifact discipline to ensure end-to-end traceability and prevent sequence errors. Routing through canonical artifact order preserves decisions, assumptions, and learnings in living artifacts across stages.