auto

Installation
SKILL.md

Autonomous AI Coding Loop

Enable unattended AI-driven development using the Ralph Wiggum methodology.

Use When: Running AI agents autonomously, AFK development, batch task execution 4D Phase: Develop (autonomous execution of generated tasks)


Overview

The autonomous loop runs AI agents in a cycle, where each iteration:

  1. Starts with fresh context (no conversation history dependency)
  2. Reads project state from files (prd.json, progress.md, CLAUDE.md)
  3. Selects and implements one task
  4. Commits changes and updates state
  5. Documents learnings for future iterations

Continuity is maintained through persistent files, not conversation history.

Related skills
Installs
7
Repository
ar4mirez/samuel
First Seen
Mar 1, 2026