autonomous-loops

Structure autonomous Gemini CLI workflows with loop patterns and agent coordination.

86|21|Updated Feb 9, 2026

Search Tags:#multi-agent #orchestration #workflows #autonomous #gemini-cli #dags #loop-patterns

Ready to run

npx skills add https://github.com/Jamkris/everything-gemini-code --skill autonomous-loops-jamkris

💬 Prompt for ChatGPT / Claude Chat▼

Please help me install this Agent Skill.
Skill: autonomous-loops
Source: https://github.com/Jamkris/everything-gemini-code/tree/main/skills/autonomous-loops
Command: npx skills add https://github.com/Jamkris/everything-gemini-code --skill autonomous-loops-jamkris

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Patterns and architectures to enable autonomous operation of Gemini CLI loops, reducing manual intervention and enabling scalable, repeatable workflows.

Core Features & Use Cases

Pattern-driven loop implementations (Sequential Pipeline, NanoClaw, Infinite Agentic Loop, Continuous PR Loop, De-Sloppify, RFC-driven DAG) to match complexity and deployment needs.
Multi-stage, isolated-context execution with dedicated agents per stage to avoid context bleed and improve reliability.
Guidance for end-to-end orchestration of large features with merge-queue, eviction handling, and resumable state via SQLite.

Quick Start

Run a starter autonomous loop using the Sequential Pipeline pattern on a sample spec to verify end-to-end automation.

Frequently Asked Questions about autonomous-loops

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

FAQPage Schema

How do I coordinate multi-agent workflows with Gemini CLI?▼

Persistent state across autonomous loop iterations is managed via SQLite. This enables resumable state for workflows, allowing long-running Gemini CLI pipelines to recover from failures and track progress across multi-stage executions without losing context.

What is the best way to structure autonomous loops for feature development?▼

The Sequential Pipeline pattern is the simplest approach to start an autonomous Gemini CLI workflow. You run it on a sample spec to verify end-to-end automation, matching basic deployment needs before advancing to complex multi-agent orchestration.

Can I run parallel tasks in Gemini CLI workflows?▼

The De-Sloppify pattern is an autonomous loop designed to iteratively refine and clean up code or project outputs. It operates as a continuous loop, reducing manual intervention by automatically improving quality within an isolated context.

How do I handle failures and recovery in autonomous agent pipelines?▼

Failures and recovery in autonomous pipelines are handled through robust strategies integrated into the loop patterns. Combined with persistent state via SQLite and resumable execution, workflows can safely resume from the exact failure point without restarting the entire pipeline.

When do I need an RFC-driven DAG for autonomous workflows?▼

An RFC-driven DAG is needed when orchestrating large features requiring multi-stage, multi-agent collaboration. It structures complex dependencies into a directed acyclic graph, providing end-to-end orchestration with merge-queue handling and resumable state.