by Maryan08
AI Agentic Workflow for Claude Code: nineteen atomic, stack-agnostic skills + subagents that carry a feature from idea → spec → design → data-model → API → tasks → tests → implement → review → ship, plus a TDD implementation engine and a living roadmap. AI is the first lens (design through it, not bolt it on); the engineer stays architect and quality controller (every stage is Socratic and gated, not a wall of output); a domain anchor grounds the work (survey maps the repo before anything else); verification is a loop, not an afterthought (plan-tests maps every acceptance criterion to a test, implement is TDD, review runs in clean context so whoever wrote the code doesn't approve it alone); and honesty about uncertainty is built in (clarify runs a devil's-advocate pass before code exists). Start with survey, walk the gated backbone — each stage reads the previous artifact and hard-refuses if missing — keep the Now/Next/Later roadmap in sync, and codify what you learn back into the shared library.
Claude Code18 Skills1 MCP serverstdio