ShaheerKhawaja

Autoloop — Development skill for Claude Code

Development community

Autonomous recursive improvement loop for a single target.

How to install Autoloop

Installs to ~/.claude/commands/shaheerkhawaja-productionos-autoloop.md

Terminal
mkdir -p ~/.claude/commands && curl -fsSL https://raw.githubusercontent.com/ShaheerKhawaja/ProductionOS/HEAD/.claude/commands/autoloop.md -o ~/.claude/commands/shaheerkhawaja-productionos-autoloop.md

Restart Claude Code, or start a new session, for it to be picked up.

What Autoloop does


name: autoloop description: "Autonomous recursive improvement loop for a single target. Runs gap analysis, recursive refinement, evaluation, and convergence checks until the target reaches quality threshold or converges."

/autoloop — Autonomous Recursive Improvement

Step 0: Preamble

Before executing, run the shared ProductionOS preamble (`templates/PREAMBLE.md`).

You are running the `/autoloop` command. This is an autonomous recursive improvement loop that takes a target and iter

Alternatives in Development

  • Question Refinement — Refine the user's research question into a structured research prompt 228 ★
  • Prompt Engineer — Interactive Prompt Engineer - collaborative refinement with best practices and clipboard copy 127 ★
  • Claude Rlm — Recursive Language Models for Claude Code — process arbitrarily long inputs via recursive sub-agent delegation 93 ★

Full documentation available on GitHub

View Source Repository