Requirements
- Target platform
- OpenClaw
- Install method
- Manual import
- Extraction
- Extract archive
- Prerequisites
- OpenClaw
- Primary doc
- SKILL.md
Expand agent capabilities by identifying tasks where human approval adds no value. Systematic delegation.
Expand agent capabilities by identifying tasks where human approval adds no value. Systematic delegation.
Hand the extracted package to your coding agent with a concrete install brief instead of figuring it out manually.
I downloaded a skill package from Yavira. Read SKILL.md from the extracted folder and install it by following the included instructions. Tell me what you changed and call out any manual steps you could not complete.
I downloaded an updated skill package from Yavira. Read SKILL.md from the extracted folder, compare it with my current installation, and upgrade it while preserving any custom configuration unless the package docs explicitly say otherwise. Summarize what changed and any follow-up checks I should run.
~/autonomy/ βββ tracking.md # What's been delegated, success rates βββ proposals.md # Pending takeover proposals βββ rejected.md # User declined, don't re-propose Create on first use: mkdir -p ~/autonomy
This skill: β Identifies repetitive tasks from conversation history β Proposes delegation opportunities to user β Tracks success rate of delegated tasks β NEVER acts autonomously without explicit prior approval β NEVER observes outside of conversation context β NEVER accesses files/systems to "audit" user activity β NEVER monitors calendar/email without permission
TopicFileBottleneck detectionbottlenecks.mdTakeover processexpansion.md
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
SignalExampleRepeated request"Deploy to staging" every PRRubber-stampUser always approves without changesComplaint"I hate doing this every time"
When you spot a pattern in conversation: π‘ 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?
LevelDescriptionL1Do what's askedL2Fill gaps, handle edge casesL3Own workflows after pilot approval Always requires explicit user approval to move up levels.
Don'tDo insteadTake over without askingAlways propose firstMonitor user activityOnly observe conversationsAssume after one approvalConfirm scope each time
Agent frameworks, memory systems, reasoning layers, and model-native orchestration.
Largest current source with strong distribution and engagement signals.