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autonomous-loops

Automate Claude Code loop design across sequential, REPL, and DAG patterns.

2|Updated Mar 20, 2026
Search Tags:#workflow#multi-agent#orchestration#pipelines#RFC#claude-code#autonomous
One-click install
npx skills add https://github.com/multiplex-ai/muggle-ai-teams --skill autonomous-loops-multiplex-ai
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: autonomous-loops
Source: https://github.com/multiplex-ai/muggle-ai-teams/tree/main/skills/autonomous-loops
Command: npx skills add https://github.com/multiplex-ai/muggle-ai-teams --skill autonomous-loops-multiplex-ai

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Patterns and architectures for autonomous Claude Code loops — from simple sequential pipelines to RFC-driven multi-agent DAG systems.

Core Features & Use Cases

  • Sequential Pipeline (claude -p) for simple, repeatable steps.
  • NanoClaw REPL for persistent, session-based Claude Code exploration.
  • Infinite Agentic Loop for spec-driven parallel generation with waves.
  • Continuous Claude PR Loop for automated iteration, CI checks, and landings.
  • De-Sloppify Pattern for post-implement cleanup passes.
  • Ralphinho / RFC-Driven DAG Orchestration for large, multi-unit RFCs with merge queues.

Quick Start

Start with the Sequential Pipeline example to pilot a basic loop using claude -p and iterate from there.

Frequently Asked Questions about autonomous-loops

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
What is an autonomous Claude Code loop and how does it work?▼

An autonomous Claude Code loop minimizes human intervention by automating sequential pipelines, REPL sessions, and RFC-driven DAG orchestrations with context persistence and quality gates.

How do I build a sequential pipeline with Claude Code for repeatable steps?▼

Start with the Sequential Pipeline pattern using claude -p to automate simple, repeatable steps. Iterate from this baseline to establish your autonomous Claude Code loop.

Can I orchestrate multi-agent workflows using RFC-driven DAGs in Claude Code?▼

Yes, the RFC-Driven DAG Orchestration pattern supports large, multi-unit RFCs by orchestrating multi-agent workflows with isolated stages, explicit merge strategies, and a merge queue.

What's the best way to automate CI checks and landings for Claude Code pipelines?▼

Use the Continuous Claude PR Loop pattern to automate iteration, run CI checks, and manage landings through a merge queue strategy across isolated pipeline stages.

Does Claude Code support persistent session-based exploration for autonomous workflows?▼

Yes, the NanoClaw REPL pattern provides persistent, session-based Claude Code exploration to maintain context across autonomous workflow stages.

How do I clean up generated code after running parallel agentic loops?▼

Apply the De-Sloppify Pattern to execute post-implement cleanup passes after the Infinite Agentic Loop completes its spec-driven parallel generation waves.

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