autonomous-loops

Orchestrate autonomous agent loops for RFC-driven DAG workflows.

Updated Aug 23, 2026
One-click install
npx skills add https://github.com/mu-zhi/CaliberHub --skill autonomous-loops-mu-zhi
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: autonomous-loops
Source: https://github.com/mu-zhi/CaliberHub/tree/main/ai/skills/autonomous-loops
Command: npx skills add https://github.com/mu-zhi/CaliberHub --skill autonomous-loops-mu-zhi

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

自动化 Claude Code 的自主循环架构与模式,提供从简单的串行流程到 RFC 驱动多代理 DAG 协作的设计蓝图与实现范式。

Core Features & Use Cases

  • 提供多种循环模式:Sequential Pipeline、NanoClaw REPL、Infinite Agentic Loop、Continuous Claude PR Loop、De-Sloppify、Ralphinho/RFC-Driven DAG。
  • 支持跨循环的上下文管理、阶段性分离、波次式并行执行以及合并队列的冲突处理,适用于从简到繁的 AI 开发工作流。
  • 适用于需要多代理协作、分阶段实施、质量门控与回滚的场景,如 RFC/PRD 级别的特性实现和大规模工作流编排。

Quick Start

以 Sequential Pipeline 开始,通过 claude -p 进行一次性或连续迭代执行,例如从 Sequential Pipeline 开始。

Frequently Asked Questions about autonomous-loops

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

FAQPage Schema
How do I orchestrate multi-agent workflows with Claude Code for iterative development?

Multi-agent workflows with Claude Code are orchestrated by designing autonomous agent loops that handle planning, implementation, testing, and review. This approach uses stage isolation with independent context windows and parallel worktrees to execute AI development pipelines.

What is the best way to manage context and conflicts in an RFC-driven DAG pipeline?

RFC-driven DAG pipelines manage context and conflicts through stage isolation, wave-based parallel execution, and a controlled merge/land process. This architecture handles independent context windows and parallel worktrees to resolve conflicts and enable rollbacks.

Can I run continuous autonomous loops for automated PR generation and review?

Yes, continuous autonomous loops support automated PR generation and review. The orchestration includes modes like Continuous Claude PR Loop and Infinite Agentic Loop, which apply iterative development pipelines to execute and refine code changes.

How do I start building a sequential autonomous pipeline for AI task execution?

You start building a sequential autonomous pipeline by using the claude -p command for one-time or continuous iterative execution. The Sequential Pipeline mode serves as the entry point for orchestrating simple serial AI workflows before advancing to complex DAGs.

Does autonomous agent orchestration support parallel execution and stage isolation?

Autonomous agent orchestration supports parallel execution and stage isolation by applying independent context windows and parallel worktrees across development stages. This ensures wave-based execution remains isolated until the controlled merge process.