auto

Execute autonomous coding loops from prd.json tasks with progress tracked in progress.md.

7|1|Updated Nov 3, 2025
One-click install
npx skills add https://github.com/ar4mirez/samuel --skill auto-ar4mirez
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: auto
Source: https://github.com/ar4mirez/samuel/tree/main/template/.claude/skills/auto
Command: npx skills add https://github.com/ar4mirez/samuel --skill auto-ar4mirez

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes scripts (resource) and references (resource) components.

What problem does it solve?

This Skill enables AI agents to work autonomously in a loop, completing tasks without constant human supervision, ideal for unattended development.

Core Features & Use Cases

  • Autonomous Task Execution: AI agents independently select and implement tasks from a structured list.
  • AFK Development: Facilitates "away from keyboard" development by automating the coding loop.
  • Use Case: Imagine you have a complex feature defined in a PRD. This Skill can autonomously break it down, code it, test it, and commit it, all without you needing to be present for each step.

Quick Start

Start the autonomous loop by running samuel auto start --yes.

Frequently Asked Questions about auto

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

FAQPage Schema
How do I automate AI coding tasks without human supervision?

Autonomous AI coding loops automate unattended development by executing tasks defined in a prd.json file. The AI agent independently selects tasks, implements code, runs quality checks, and commits changes through a self-contained loop.

What is an autonomous development loop for AI agents?

An autonomous development loop is a self-contained process where an AI agent iteratively selects and implements tasks from a PRD. It manages coding, quality checks, and commits while operating with fresh context per iteration, relying on persistent files for state continuity.

How do I start an autonomous workflow automation loop for coding?

Start the autonomous coding loop by running the command `samuel auto start --yes`. This initiates the unattended workflow, allowing the AI agent to begin selecting and executing tasks defined in your project.

Does autonomous AI development track progress across multiple coding iterations?

Yes, autonomous AI development tracks progress by documenting updates in a persistent progress.md file. Because the agent operates with fresh context per iteration, it relies on this file alongside prd.json to maintain state continuity across loops.

Can I use autonomous workflow automation for complex feature development?

Yes, you can use it for complex features defined in a PRD. The autonomous coding loop breaks down the requirements, writes the code, tests it, and commits the changes, enabling away-from-keyboard development without manual intervention at each step.

When should I avoid using an autonomous AI coding loop?

You should avoid using an autonomous coding loop for tasks requiring constant human supervision or real-time contextual decisions. Since it operates unattended with fresh context per iteration, it is unsuitable for processes needing continuous manual guidance.