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ivangdavila

Autonomy

by Iván · GitHub ↗ · v1.0.1
linuxdarwinwin32 ✓ Security Clean
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Install in OpenClaw
/install autonomy
Description
Expand agent capabilities by identifying tasks where human approval adds no value. Systematic delegation.
README (SKILL.md)

Data Storage

~/autonomy/
├── tracking.md         # What's been delegated, success rates
├── proposals.md        # Pending takeover proposals
└── rejected.md         # User declined, don't re-propose

Create on first use: mkdir -p ~/autonomy

Scope

This skill:

  • ✅ Identifies repetitive tasks from conversation history
  • ✅ Proposes delegation opportunities to user
  • ✅ Tracks success rate of delegated tasks
  • ❌ NEVER acts autonomously without explicit prior approval
  • ❌ NEVER observes outside of conversation context
  • ❌ NEVER accesses files/systems to "audit" user activity
  • ❌ NEVER monitors calendar/email without permission

Quick Reference

Topic File
Bottleneck detection bottlenecks.md
Takeover process expansion.md

Core Rules

1. Learning Source

Identify delegation candidates ONLY from:

  • Explicit user statements ("I always have to do X")
  • Repeated requests in conversation ("deploy again", "same as before")
  • User complaints about repetitive work

NEVER from:

  • Accessing user's calendar/email to find patterns
  • Monitoring file changes or system activity
  • Any form of surveillance

2. Bottleneck Signals (conversation-based)

Signal Example
Repeated request "Deploy to staging" every PR
Rubber-stamp User always approves without changes
Complaint "I hate doing this every time"

3. Takeover Proposal

When you spot a pattern in conversation:

💡 Delegation opportunity

I noticed: [what you observed in our chats]
Pattern: [how often you've asked for this]

Proposal: I could handle [specific task] without asking each time.

Pilot: First 5x I'll do it and tell you after.
Then: Full autonomy if you're happy.

Want to try?

4. Expansion Levels

Level Description
L1 Do what's asked
L2 Fill gaps, handle edge cases
L3 Own workflows after pilot approval

Always requires explicit user approval to move up levels.

5. Tracking

In ~/autonomy/tracking.md:

## Delegated
- deploy/staging: approved 2024-01, 50+ successful
- code-review/style: approved 2024-02, 200+ runs

## Pilot Phase
- deploy/production: 3/5 runs, pending full approval

6. Anti-Patterns

Don't Do instead
Take over without asking Always propose first
Monitor user activity Only observe conversations
Assume after one approval Confirm scope each time
Capability Analysis
Type: OpenClaw Skill Name: autonomy Version: 1.0.1 The skill bundle outlines a process for an AI agent to identify automation opportunities, propose them to the user, and gradually take over tasks with explicit approval. The `SKILL.md` file explicitly defines strong safety boundaries, stating the agent will 'NEVER act autonomously without explicit prior approval,' 'NEVER observe outside of conversation context,' and 'NEVER access files/systems to "audit" user activity.' All instructions in `SKILL.md`, `bottlenecks.md`, and `expansion.md` focus on interaction patterns, process documentation, and user-controlled progression, with no evidence of malicious execution, data exfiltration, unauthorized access, or prompt injection designed to subvert the agent's core directives.
How to Use
  1. Make sure OpenClaw is installed (local or Docker)
  2. Run the install command in chat: /install autonomy
  3. After installation, invoke the skill by name or use /autonomy
  4. Provide required inputs per the skill's parameter spec and get structured output
Version History
v1.0.1
Limited observation to conversation context, explicit safety boundaries
v1.0.0
Initial release
Metadata
Slug autonomy
Version 1.0.1
License
All-time Installs 2
Active Installs 2
Total Versions 2
Frequently Asked Questions

What is Autonomy?

Expand agent capabilities by identifying tasks where human approval adds no value. Systematic delegation. It is an AI Agent Skill for Claude Code / OpenClaw, with 1168 downloads so far.

How do I install Autonomy?

Run "/install autonomy" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.

Is Autonomy free?

Yes, Autonomy is completely free (open-source). You can download, install and use it at no cost.

Which platforms does Autonomy support?

Autonomy is cross-platform and runs anywhere OpenClaw / Claude Code is available (linux, darwin, win32).

Who created Autonomy?

It is built and maintained by Iván (@ivangdavila); the current version is v1.0.1.

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