Autonomy

What This Skill Does

The Autonomy skill for OpenClaw is designed to transform your AI agent from a reactive assistant into a proactive partner. By analyzing your conversation history—and only your conversation history—the skill identifies repetitive, low-value administrative tasks that currently occupy your time. Instead of waiting for manual input, the skill proactively suggests "takeover proposals" where it can handle routine workflows autonomously once given explicit permission.

This skill follows a structured, human-in-the-loop lifecycle. It starts by identifying bottlenecks, moves into a controlled 'Pilot' phase (where the agent executes tasks and reports back), and eventually reaches full operational status for specific, verified workflows. By keeping all activity logs in a local ~/autonomy/ directory, you maintain full transparency over what your agent is doing and why.

Installation

To add the Autonomy skill to your environment, execute the following command in your terminal:

clawhub install openclaw/skills/skills/ivangdavila/autonomy

Upon first execution, the skill will automatically initialize the necessary directory structure at ~/autonomy/ to track your delegation history and progress.

Use Cases

• DevOps Efficiency: Automatically deploying to a staging environment every time a PR is merged, provided the agent has handled the task successfully multiple times before.
• Content Pipeline: Formatting or staging recurring reports or documentation updates that follow a predictable pattern.
• Task Delegation: Offloading repetitive data-entry requests that you frequently repeat to your agent during daily syncs.

Example Prompts

1. "I'm tired of manually deploying the staging environment every time I merge a feature branch. Can we look into automating this?"
2. "You've been helping me with these style fixes for weeks. Is there any way you can just handle these automatically from now on?"
3. "Show me what tasks are currently in the 'Pilot' phase for my autonomy settings."

Tips & Limitations

• Safety First: The skill will NEVER act without your express approval. It is strictly forbidden from auditing your email, calendar, or private files. It only learns from what you communicate in the chat.
• Pilot Testing: Always utilize the Pilot phase (defaulting to 5 test runs) before granting full autonomy to a new workflow. This allows you to verify that the agent understands the nuances of the task.
• Management: If you feel the agent is becoming too "aggressive" in its proposals, you can check ~/autonomy/rejected.md to review why certain patterns were dismissed and adjust the agent's behavior.
• Transparency: Periodically review ~/autonomy/tracking.md to see a audit trail of every automated action the agent has taken on your behalf.