A hand-written manifesto for letting AI write all your code

What it does

This is not software — it’s a guidebook. The author, a formerly AI-skeptical coder, documents how they transitioned to a fully agentic workflow where the AI writes every line and the human acts as a “leader/manager” who translates intent into prompts. The guide covers environment setup (rules, skills, MCPs), avoiding AI slop, and even physiology-based habits for sustaining long working days.

The interesting bit

The author insists the entire guide was written by hand with zero AI prompting — a deliberate stance that AI can’t express personal experience. That’s an unusual position in a guide about delegating everything to AI, and it’s honestly the most credible part: the advice reads like lived experience, not generated filler.

Key highlights

• Core philosophy: you become a translator/manager, not a coder — the author hasn’t written a line of code manually since adopting this workflow
• Emphasizes building your own rules, skills, and MCPs rather than downloading them, since generic ones often degrade AI output
• Includes a companion MCP, project-progress, that keeps a documented roadmap so the AI doesn’t drift when you branch between features
• Advocates heavy documentation of features and bug fixes so the AI can reorient without rereading entire files
• Covers prompt refinement as a discipline — review every prompt and rewrite it before sending

Caveats

• The productivity claims (“10x–20x work power”, “any project in 6 months”, “16+ hour days”) are personal anecdotes, not evidence — take them as enthusiasm, not benchmarks
• The guide is tied to the author’s specific setup (Cursor, Claude/ChatGPT/Grok) and their own workflow; they explicitly say their rules wouldn’t fit your usage
• The README itself acknowledges the author doesn’t claim to have the best prompting approach

Verdict

Worth a skim if you’re moving toward agentic coding and want a practitioner’s perspective on rules, skills, and MCP hygiene. If you want measured claims or rigorous methodology, this is a diary, not a study.