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Get Started Free →AI DevKit · Implementation phase guidance for executing feature plans and checking implementation against design. Use when the user wants to implement planned tasks, update implementation docs, verify code matches design, or run dev-lifecycle phases 5 and 7.
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-04 | ✗→✓ | ▲ Improved | -28% | 0% |
| case-10 | ✗→✓ | ▲ Improved | 10% | 0% |
| case-13 | ✗→✓ | ▲ Improved | -30% | 0% |
| case-14 | ✗→✓ | ▲ Improved | -36% | 0% |
| case-16 | ✗→✓ | ▲ Improved | 11% | 0% |
Run implementation work for configured AI docs features. Before changing docs or code, propose the concrete plan for this phase and wait for user approval unless the user already approved the exact phase plan.
npx ai-devkit@latest lint before phase work.npx ai-devkit@latest lint --feature <name>.tdd skill while executing implementation tasks: write a failing test before production code, then make it pass.verify skill before completing tasks or making implementation alignment claims.dev-lifecycle established usable task tracing, emit phase, progress, next-step, blocker, and evidence events per task.Use for Phase 5.
npx ai-devkit@latest lint --feature <name> and work through the planning doc path it validates. If manual path resolution is unavoidable, first resolve .ai-devkit.json paths.docs, falling back to docs/ai.todo, in-progress, done, blocked.task.Next: after completing any task, run dev-planning Phase 6. When all tasks are done, run Check Implementation, then dev-testing and dev-review.
Use for Phase 7.
npx ai-devkit@latest lint --feature <name>.Next: dev-testing, then dev-review. If major deviations exist, return to dev-design if design is wrong or Execute Plan if implementation is wrong.
Other measured skills in the registry, with their headline benchmark lift.