Autonomy
// Expand agent capabilities by identifying tasks where human approval adds no value. Systematic delegation.
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stars:1,933
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updated:March 4, 2026
SKILL.mdreadonly
SKILL.md Frontmatter
nameAutonomy
slugautonomy
version1.0.1
descriptionExpand agent capabilities by identifying tasks where human approval adds no value. Systematic delegation.
changelogLimited observation to conversation context, explicit safety boundaries
metadata[object Object]
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 |