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Autonomy

ASecurity

Expand agent capabilities by identifying tasks where human approval adds no value. Systematic delegation.

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  • Added September 6, 2026
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  • cli

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Scanned September 6, 2026

npx -y skills add clawic/skills --skill autonomy --agent claude-code

Installs into .claude/skills of the current project.

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SKILL.md
---
name: Autonomy
slug: autonomy
version: 1.0.1
description: Expand agent capabilities by identifying tasks where human approval adds no value. Systematic delegation.
homepage: https://clawic.com/skills/autonomy
changelog: Limited observation to conversation context, explicit safety boundaries
metadata:
  clawdbot:
    emoji: πŸ€–
    requires:
      bins: []
    os:
    - linux
    - darwin
    - win32
    displayName: Autonomy
---

## Data Storage

```
~/Clawic/data/autonomy/
β”œβ”€β”€ tracking.md         # What's been delegated, success rates
β”œβ”€β”€ proposals.md        # Pending takeover proposals
└── rejected.md         # User declined, don't re-propose
```

Create on first use: `mkdir -p ~/autonomy`

## Scope

This skill:
- βœ… Identifies repetitive tasks from conversation history
- βœ… Proposes delegation opportunities to user
- βœ… 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:
```
πŸ’‘ 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 ~/Clawic/data/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 |

Files in this skill

  • SKILL.md2.9 KB
  • _meta.json244 B
  • bottlenecks.md2.3 KB
  • expansion.md2.4 KB

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