AI-Native SDLC 12 Plays Adoption Roadmap

AI-Native SDLC 12 Plays Adoption Roadmap A workflow diagram generated by Archify. 01 / Upstream Planning & Intent 02 / Execution, Knowledge & CI/CD 03 / Continuous Testing & Review Gate Tier 1: Foundations Tier 2: Knowledge & Evals Tier 3: Scale & Guardrails Tier 4: PR Gate Tier 5: CI/CD & Loop 1. Capture Intent · intent.md proto-spec · Upstream Planning & Intent › Tier 1: Foundations · zero prereq 1. Capture Intent intent.md proto-spec zero prereq 2. Req & Design · spec.md synthesis · Upstream Planning & Intent › Tier 2: Knowledge & Evals 2. Req & Design spec.md synthesis 3. Plan Mode · read-only plan.md · Upstream Planning & Intent › Tier 3: Scale & Guardrails 3. Plan Mode read-only plan.md 12. Closing Loop · metric breach to intent · Upstream Planning & Intent › Tier 5: CI/CD & Loop · full loop 12. Closing Loop metric breach to intent full loop 4. CLAUDE.md · compact repo context · Execution, Knowledge & CI/CD › Tier 1: Foundations · zero prereq 4. CLAUDE.md compact repo context zero prereq 5. Skills · institutional knowledge · Execution, Knowledge & CI/CD › Tier 2: Knowledge & Evals 5. Skills institutional knowledge 6. Subagents · git worktree scale · Execution, Knowledge & CI/CD › Tier 3: Scale & Guardrails 6. Subagents git worktree scale 11. CI/CD Deploy · canary & rollback · Execution, Knowledge & CI/CD › Tier 5: CI/CD & Loop 11. CI/CD Deploy canary & rollback 7. Feedback Loop · TDD & auto-fix tests · Continuous Testing & Review Gate › Tier 1: Foundations · zero prereq 7. Feedback Loop TDD & auto-fix tests zero prereq 8. Evals in CI · deterministic + LLM · Continuous Testing & Review Gate › Tier 2: Knowledge & Evals 8. Evals in CI deterministic + LLM 9. Hooks as Gates · pre-tool guardrails · Continuous Testing & Review Gate › Tier 3: Scale & Guardrails 9. Hooks as Gates pre-tool guardrails 10. PR Review · multi-pass REVIEW.md · Continuous Testing & Review Gate › Tier 4: PR Gate · gate 10. PR Review multi-pass REVIEW.md gate metrics context guardrails test pattern proto-spec compliance spec.md approved delegation Legend User UI Agent logic Policy Tool action Context / trace Cloud service

Adoption Roadmap Strategy

  • • Tier 1 bắt đầu với Capture Intent, CLAUDE.md và Feedback Loop độc lập
  • • Tier 2-3 nâng cấp Skills, Continuous Evals, Plan Mode và Subagents
  • • Tier 4-5 tự động hoá PR Review, CI/CD Canary và Closing the Loop

Continuous Loop Governance

  • • Human Governance tập trung tại PR Review và Production Deploy Hook
  • • Mọi sự cố vận hành kích hoạt Closing the Loop quay về Stage 1 Intent