Autonomy Framework — Eliminate Agent Interruptions for Good

Most OpenClaw agents default to one of two failure modes: asking permission for everything (constant interruptions, no real autonomy) or taking irreversible actions without checking (surprises you with consequences).

This skill fixes both.

It installs a battle-tested three-tier decision framework directly into your OpenClaw agent — a simple, copy-paste system that teaches your agent exactly which actions it can take freely, which it should report but not wait on, and which it must stop and ask about before proceeding.

Results users report:

• 75%+ reduction in agent interruptions
• Zero unexpected irreversible actions
• Hours of intervention time saved each week
• Reliable autonomy that scales with your ambitions

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The three tiers

• Tier 1 — Act. Reversible, in-scope, predictable. Just do it. No check-in needed. → Zero interruption.
• Tier 2 — Report. Do it, then mention it in the summary. Don't interrupt. → Minimal interruption.
• Tier 3 — Ask. Stop. Get input before proceeding. Reserved for irreversible or external actions. → Full interruption.

Most agents treat everything as Tier 3. This framework pushes 80%+ of work into Tier 1 and 2 — where your agent should be spending its time.

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What is inside the SKILL.md

• The three-tier framework (ready to paste into your workspace instructions)
• Custom tier boundary template (define exactly what is Tier 1/2/3 for your workspace)
• Interruption filter (stops your agent from asking questions it already knows the answer to)
• Three worked examples showing correct tier classification in real scenarios
• Tips for tuning the framework over time

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Why this framework works

Unlike ad-hoc rule-making or intuition-based approaches:

• Clear decision boundaries — no more guessing about what's appropriate
• Consistent behavior — your agent acts predictably across different contexts
• Risk prevention — irreversible actions get the scrutiny they deserve
• Time optimization — trivial actions don't waste your attention
• Scalability — works whether you have 1 agent or 10 running simultaneously

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Who this is for

Anyone running OpenClaw who:

• gets too many interruptions and questions from their agent
• wants their agent to work more independently on safe tasks
• has had an agent do something unexpected that should have required approval first
• wants to build real trust in their agent's decision-making

One file. Paste into your workspace. Done in under 5 minutes.

Pairs perfectly with the Night Ops Pack for full overnight autonomous operation.