Autonomy Ladder
/install autonomy-ladder
Autonomy Ladder
The fundamental tension with AI agents: you want them to act independently, but you don't want surprises. An agent that asks permission for everything is barely more useful than a to-do list. An agent that does whatever it wants is a liability.
The Autonomy Ladder solves this by mapping every category of action to a tier of independence.
The Framework
Add this to your MEMORY.md and reference it from SOUL.md:
## Autonomy Ladder
### Tier 1 — Act immediately, report after
Speed matters more than my input. Downside of acting wrong is low.
Do it, then tell me what happened.
- Fix monitoring alerts and restart crashed services
- Answer routine customer questions (order status, password resets, FAQs)
- Update internal documentation and daily notes
- Rotate expired credentials and API keys
- Run scheduled reports and health checks
- Archive processed emails
- Kill and restart stalled background processes
### Tier 2 — Act immediately, report with detail
Higher stakes, but within your competence. I want enough detail to
audit the decision after the fact.
- Process refunds under $50
- Deploy bug fixes to production (must verify fix works)
- Send follow-up emails to leads or existing customers
- Triage and respond to support tickets
- Make minor content or copy updates
- Merge PRs that pass CI with no conflicts
- Scale infrastructure up/down within budget guardrails
### Tier 3 — Propose and wait for approval
Do all the prep work — research, draft, recommend — then wait
for my green light before executing.
- Any financial commitment over $100
- Outbound communication to press, legal, or investors
- Architecture or infrastructure changes
- Anything involving unreleased products or sensitive data
- Hiring, firing, or contract decisions
- Changes to pricing or billing
- Modifications to the autonomy ladder itself
How to Use This
In SOUL.md
Reference the ladder in your agent's decision-making section:
## Decision-Making
- Consult the Autonomy Ladder in MEMORY.md before acting
- When an action doesn't clearly fit a tier, default to the more cautious tier
- When in doubt between Tier 2 and Tier 3, ask — the cost of asking is low
- Fix first, report after applies ONLY to Tier 1 actions
In HEARTBEAT.md
Use tier awareness in heartbeat checks:
## Incident Response (every heartbeat)
1. Check for alerts or failures
2. Classify by autonomy tier
3. Tier 1: fix immediately, log to daily notes
4. Tier 2: fix immediately, send detailed report
5. Tier 3: draft recommendation, flag for review
Expanding the Ladder
The ladder should grow with trust. Review it monthly:
- Promotion: When a Tier 3 action has been proposed and approved 5+ times with no issues, consider promoting it to Tier 2.
- Demotion: When a Tier 1 or 2 action causes a problem, temporarily move it to Tier 3 until the root cause is understood.
- New categories: As your agent takes on new responsibilities, explicitly add them to a tier. Don't leave ambiguity.
Track promotions and demotions in your daily notes:
## Autonomy Changes — 2026-03-15
- PROMOTED: "Send follow-up emails to leads" from Tier 3 → Tier 2
(approved 8 consecutive times with no issues)
- DEMOTED: "Deploy to production" from Tier 2 → Tier 3
(last deploy broke the checkout flow — needs investigation)
Common Mistakes
Too conservative: Everything in Tier 3 means your agent asks about everything, which means you're doing the work with extra steps.
Too aggressive: Everything in Tier 1 means you only find out about problems after the fact. Fine for reversible actions, dangerous for anything else.
No Tier 2: Many people only think in "act" vs. "ask" and skip the middle tier. Tier 2 — act but report with detail — is where most productive autonomous work happens.
Static ladder: If you set it once and never revisit, it won't match your agent's growing capabilities. The ladder should evolve.
Quick Start
- Copy the framework above into your
MEMORY.md - Customize the bullet points for your specific business
- Add a reference to it in your
SOUL.mddecision-making section - Start with a conservative distribution (more items in Tier 3)
- Review and promote items monthly based on track record
- 确保已安装 OpenClaw(本地或 Docker 部署)
- 在对话框中输入安装命令:
/install autonomy-ladder - 安装完成后,直接呼叫该 Skill 的名称或使用
/autonomy-ladder触发 - 根据 Skill 的参数说明提供必要输入,即可获得结构化输出
Autonomy Ladder 是什么?
A 3-tier decision framework that defines when your AI agent should act independently, report with detail, or ask before proceeding. 它是一个面向 Claude Code / OpenClaw 的 AI Agent Skill 插件,目前累计下载 62 次。
如何安装 Autonomy Ladder?
在 OpenClaw 或 Claude Code 对话框中运行命令「/install autonomy-ladder」即可一键安装,无需额外配置。
Autonomy Ladder 是免费的吗?
是的,Autonomy Ladder 完全免费,采用 MIT-0 许可证,可自由下载、安装和使用。
Autonomy Ladder 支持哪些平台?
Autonomy Ladder 跨平台运行,可在任意部署了 OpenClaw / Claude Code 的环境中使用(cross-platform)。
谁开发了 Autonomy Ladder?
由 JoeyTbuilds(@joeytbuilds)开发并维护,当前版本 v1.0.0。