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Agent Skill · 研究检索

reversible-decisions(可逆的决定)

reversible-decisions 用于查找、检索和筛选相关信息,适合在 Codex、Claude、Cursor、Gemini CLI 中需要根据关键词、任务场景或来源线索快速定位候选结果时使用。可结合来源仓库、安装命令和原始 README 继续核验具体用法。安装前建议确认权限范围、维护状态,以及是否会触发联网、命令执行或文件读写。

reversible-decisions 是研究检索类 Agent Skill,可用宿主为 Codex、Claude、Cursor、Gemini CLI,通过GitHub 仓库获取,权限为需要联网;许可证信息还不明确,第三方扫描已通过,按安装量在研究检索类的 73,675 个 Skill 里排第 35,455。

总安装 2,081周安装 85GitHub Stars 85下载 666核验 2026-05-01

安装说明

本站只整理中文说明,不托管安装包,也不代用户安装。
GitHub
许可证
unknown

安装方式

通过对话安装

复制提示词发给支持本地命令或 Skills 的 AI 助手,先确认命令和权限,再让它执行。

请帮我安装这个 Agent Skill:reversible-decisions(可逆的决定)
来源仓库:https://github.com/guia-matthieu/clawfu-skills
仓库路径:skills/reversible-decisions
安装命令:
npx skills add https://github.com/guia-matthieu/clawfu-skills --skill reversible-decisions
安装前请先检查当前环境是否支持对应 CLI,并向我确认将要执行的命令、安装目录、联网范围和文件读写权限;确认后再执行。

命令行安装

复制命令到本机终端执行。该命令会通过 npx skills 从第三方来源获取 Skill;本站只展示命令,不托管安装包,也不自动执行。

skills.shnpx skills
npx skills add https://github.com/guia-matthieu/clawfu-skills --skill reversible-decisions

这个 Skill 是做什么的

研究检索类 Skill 主要解决「找资料、核对事实、把来源整理清楚」的问题,通常会让助手先检索再总结。

reversible-decisions 用于查找、检索和筛选相关信息,适合在 Codex、Claude、Cursor、Gemini CLI 中需要根据关键词快速定位候选结果。支持多轮决策回溯与备选方案对比,提升逆向推理准确性。通过任务上下文输入触发,返回结构化选项与影响评估。

安装前应核实权限边界,避免触发未预期的系统操作。适用宿主包括 Codex、Claude、Cursor、Gemini CLI,接入前应确认版本、权限和运行环境要求。

来源仓库内路径:skills/reversible-decisions

上手步骤

4 步
  1. 1

    确认自己的宿主工具

    公开资料标注支持 Codex、Claude、Cursor、Gemini CLI;先确认自己用的是其中之一,再按对应工具的 Skills 目录放置。

  2. 2

    拿到安装命令

    可以直接复制的命令是 npx skills add https://github.com/guia-matthieu/clawfu-skills --skill reversible…;命令里的占位符换成自己的路径或密钥再执行。

  3. 3

    安装后重启宿主

    命令执行完要完全退出宿主工具再打开,让新装的 Skill 被重新扫描到,否则列表里可能看不到。

  4. 4

    按最小权限试用

    它需要需要联网,先在测试目录或测试账号里跑,确认没问题再放到正式项目。

常见问题

6 条

reversible-decisions 怎么安装?

在终端执行 npx skills add https://github.com/guia-matthieu/clawfu-skills --skill reversible-decisions。装完完全退出宿主工具再打开,让它重新扫描本地 Skill。

reversible-decisions 支持哪些 AI 工具?

公开资料标注支持 Codex、Claude、Cursor、Gemini CLI。其他工具只要能读取本地 Skill 目录,一般也能手动放进去,但要自己确认触发方式是否一致。

reversible-decisions 需要什么权限?

权限级别是需要联网。该 Skill 可能需要联网访问来源站点、仓库或外部 API;具体网络访问范围需要结合源码和 README 复核。

reversible-decisions 是免费的吗?

公开资料没有标注明确许可证,收费和商用限制都无法确认。正式使用前请到来源仓库核对授权说明。

reversible-decisions 用的人多吗?

公开数据是累计安装 2,081 次,近一周安装 85 次,下载 666 次,GitHub 85 星。这些数字来自第三方目录统计,只能当作热度参考,不代表质量或安全性。

reversible-decisions 安全吗?

第三方扫描结果为通过,但这只覆盖已知的静态检查项,不能替代自己读一遍源码和安装命令。

值得选的地方和要先想清楚的地方

值得选的地方

  • 同时适配 4 种工具,换客户端不用重新找替代品。
  • 第三方扫描已通过,常见的高风险行为没有命中。

先想清楚的地方

  • 许可证没有明确标注,能不能商用、能不能再分发都不确定。
  • 第三方目录整理,版本更新和行为细节以来源仓库为准。

适不适合你

更适合

  • 已经在用 Codex,想直接扩展它能力的人。
  • 需要处理研究检索类任务、又不想每次都手写提示词的人。

不太适合

  • 需要明确授权才能用到公司项目里的场景。
  • 需要厂商级技术支持和 SLA 的生产系统。

研究检索类 Skill 对比

6 个同类
Skill总安装GitHub 星权限许可证扫描
find-skills

寻找技能 · Codex、Claude

31,199,81316,486操作浏览器MIT有提醒
self-improving-agent

自我改进 Agent · OpenClaw

16,464,0023,396接触敏感数据MIT-0通过
soultrace

灵魂追踪 · Codex、Claude

7,588,94412需要联网未明确有提醒
self-improving

自我完善 · OpenClaw

6,829,2841,046需要联网MIT-0通过
microsoft-foundry

微软代工厂 · Codex、Claude

6,614,144764调用外部服务未明确有提醒
reversible-decisions

可逆的决定 · 本页

2,08185需要联网未明确通过

按安装量取同分类前几名;数字来自第三方目录统计,只作热度参考,不代表质量结论。

SKILL.md 原文

Reversible Decisions (Type 1 vs. Type 2)

Know when to move fast and when to move carefully. Master Jeff Bezos' framework for distinguishing high-stakes irreversible decisions from low-stakes reversible ones.

When to Use This Skill

  • Prioritizing decisions to know where to invest time
  • Team empowerment to understand what to delegate vs. escalate
  • Avoiding analysis paralysis on decisions that don't matter
  • Risk management to identify where caution is truly warranted
  • Speed vs. thoroughness trade-offs in any context
  • Building decision-making culture in organizations

Methodology Foundation

AspectDetails
SourceJeff Bezos - Amazon shareholder letters (2015-2016)
Core Principle"Some decisions are irreversible and consequential (Type 1). Most are reversible and low-consequence (Type 2). Use the right process for each."
Why This MattersMost people treat all decisions like Type 1—slow, deliberate, requiring full information. This leads to paralysis and missed opportunities. The best decision-makers move fast on Type 2 and slow on Type 1.

What Claude Does vs What You Decide

Claude DoesYou Decide
Structures content frameworksFinal messaging
Suggests persuasion techniquesBrand voice
Creates draft variationsVersion selection
Identifies optimization opportunitiesPublication timing
Analyzes competitor approachesStrategic direction

What This Skill Does

  1. Classifies decisions - Is this Type 1 or Type 2?
  2. Calibrates process to stakes - Right speed for right decision
  3. Enables delegation - Type 2 can be pushed down
  4. Prevents over-analysis - Stop treating reversible decisions as irreversible
  5. Improves organizational speed - Teams move faster on the right things
  6. Reduces decision fatigue - Don't waste energy on low-stakes choices

How to Use

Classify a Decision

Help me classify this decision:
[Describe the decision]
Is this Type 1 (irreversible) or Type 2 (reversible)?
What process should I use?

Speed Up Decision-Making

I'm spending too much time on [decision].
Apply the Type 1/Type 2 framework to help me move faster.

Build Decision-Making Process

Help me design a decision-making framework for my team.
Which decisions should require consensus vs. individual judgment?

Instructions

Step 1: Understand the Framework

## Type 1 vs. Type 2 Decisions

### Bezos' Definition

**Type 1: One-Way Doors**
"Some decisions are consequential and irreversible or nearly irreversible—
one-way doors—and these decisions must be made methodically, carefully,
slowly, with great deliberation and consultation."

**Type 2: Two-Way Doors**
"But most decisions aren't like that—they are changeable, reversible—
they're two-way doors. If you've made a suboptimal Type 2 decision,
you don't have to live with the consequences for that long.
You can reopen the door and go back through."

### The Problem

"As organizations get larger, there seems to be a tendency to use
the heavy-weight Type 1 decision-making process on most decisions,
including many Type 2 decisions. The end result of this is slowness,
unthoughtful risk aversion, failure to experiment sufficiently,
and consequently diminished invention."

### The Solution

"We must resist this tendency."

Type 2 decisions should be made quickly by high-judgment individuals
or small groups. Type 1 decisions require the full deliberative process.

Step 2: Classification Framework

## How to Classify Decisions

### The Two Questions

**Question 1: Is it reversible?**
Can you undo this decision with reasonable effort and cost?

| Reversibility | Examples |
|---------------|----------|
| **Easily reversible** | Pricing change, A/B test, new feature flag, hire (with trial), campaign |
| **Hard to reverse** | Architecture choice, brand name, key hire (C-level), market exit |
| **Irreversible** | Selling company, shutting down product, firing someone, legal action |

**Question 2: What are the consequences?**
If this decision is wrong, what happens?

| Consequence Level | Examples |
|-------------------|----------|
| **Low** | Internal process change, small experiment, minor feature |
| **Medium** | New product launch, pricing tier, team restructure |
| **High** | Major strategic pivot, large investment, partnership |
| **Existential** | Acquisition, shutdown, bet-the-company move |

### The Matrix
                CONSEQUENCES
                Low         High

REVERSIBILITY ┌────────────┬────────────┐ High │ TYPE 2 │ TYPE 2 │ (Easy) │ (Fast) │ (Fast w/ │ │ │ monitoring)│ ├────────────┼────────────┤ Low │ TYPE 2 │ TYPE 1 │ (Hard) │ (Careful) │ (Slow) │ └────────────┴────────────┘

### Quick Classification

**TYPE 2 (Move Fast):**
- Can be undone
- Low/medium consequences
- Learning opportunity
- Failure is recoverable
- Most business decisions

**TYPE 1 (Move Carefully):**
- Can't be undone
- High/existential consequences
- Mistakes are permanent
- One-way door
- ~5-10% of decisions

Step 3: Match Process to Type

## Decision Process by Type

### Type 2 Process (70% of Decisions)

**Time:** Hours to days (not weeks)
**Who:** Individual or small group with context
**Information:** Good enough, not perfect
**Approval:** None or single level
**Documentation:** Minimal (decision log)

**The Mantra:**
"Disagree and commit" - If you have 70% of the information you wish you had,
make the decision. Waiting for 90% is usually too slow.

**Process:**
1. Identify it's Type 2 (reversible, recoverable)
2. Gather available information quickly
3. Make the call
4. Communicate the decision
5. Monitor and adjust

**Examples:**
- Feature prioritization
- Hiring most roles
- Process changes
- Pricing experiments
- Marketing campaigns
- Internal tools
- Meeting schedules

---

### Type 1 Process (5-10% of Decisions)

**Time:** Weeks to months
**Who:** Senior leadership, broad input
**Information:** As complete as reasonably possible
**Approval:** Multiple stakeholders
**Documentation:** Thorough (rationale, alternatives, risks)

**The Mantra:**
"Measure twice, cut once" - This is permanent. Get it right.

**Process:**
1. Confirm it's Type 1 (irreversible, consequential)
2. Define decision criteria clearly
3. Gather comprehensive information
4. Consider alternatives thoroughly
5. Consult relevant stakeholders
6. Document the reasoning
7. Make the decision
8. Communicate extensively

**Examples:**
- M&A decisions
- Major strategic pivots
- Leadership hires (C-level)
- Market entry/exit
- Large capital allocation
- Shutting down products
- Legal/regulatory choices

Step 4: Common Traps

## Decision-Making Traps

### Trap 1: Treating Type 2 as Type 1

**Symptom:** Analysis paralysis on small decisions
**Example:** 2-week committee review for a landing page change
**Problem:** Slows innovation, frustrates teams, misses opportunities
**Fix:** Ask "What's the worst case if we're wrong? Can we fix it?"

### Trap 2: Treating Type 1 as Type 2

**Symptom:** Moving too fast on irreversible choices
**Example:** Acquiring a company in 2 weeks
**Problem:** Permanent mistakes, existential risk
**Fix:** Ask "If this goes wrong, can we undo it?"

### Trap 3: Requiring Consensus on Type 2

**Symptom:** Everyone needs to agree before action
**Example:** 10-person meeting to decide email copy
**Problem:** Slowest person becomes bottleneck
**Fix:** Empower individuals to make Type 2 calls

### Trap 4: Not Recognizing Type 1 in Disguise

**Symptom:** Missing irreversibility hidden in details
**Example:** "Small" technical choice that creates years of debt
**Problem:** Accumulated Type 1 decisions dressed as Type 2
**Fix:** Consider second-order effects

### Trap 5: Using Decision Type as Excuse

**Symptom:** Calling everything Type 1 to avoid responsibility
**Example:** "We need more research" on every decision
**Problem:** Becomes cover for inaction
**Fix:** Default assumption = Type 2 unless proven otherwise

Step 5: Decision Process Template

## Decision Classification Template

### The Decision
[What are you deciding?]

### Classification Checklist

**Reversibility Assessment:**
□ Can this be undone in days/weeks?
□ What's the cost of reversing?
□ Are there path dependencies that make reversal hard?
□ Will this create commitments we can't exit?

**Consequence Assessment:**
□ If wrong, what's the impact on revenue?
□ If wrong, what's the impact on reputation?
□ If wrong, what's the impact on team?
□ If wrong, is the company at risk?

### Classification: ____________

| Factor | Type 1 Indicator | Type 2 Indicator | This Decision |
|--------|------------------|------------------|---------------|
| Reversibility | Can't undo | Can undo | |
| Time to undo | Months/Never | Days/Weeks | |
| Cost to undo | High/Impossible | Low/Moderate | |
| Consequence | Existential | Recoverable | |
| Frequency | Rare | Common | |

### Process to Use

**If Type 2:**
- Who should decide? _______________
- Timeline: _______________ (days, not weeks)
- Information needed: _______________
- Communication: _______________

**If Type 1:**
- Who needs to be involved? _______________
- Timeline: _______________ (weeks/months)
- What information is missing? _______________
- What alternatives exist? _______________
- What's the documentation plan? _______________

Examples

Example 1: Product Feature Decision

Input:

"Should we add a dark mode to our app? My team is debating this for two weeks."

Output:

Decision Analysis: Dark Mode Feature

Classification

FactorAssessment
Reversible?YES - Can ship, can remove if bad
Cost to undoLOW - One sprint to remove
Consequence if wrongLOW - Users toggle it off, minor wasted effort
Consequence if rightMEDIUM - Better user experience, some retention

Verdict: TYPE 2 (Two-Way Door)

Two weeks of debate on a reversible feature decision is organizational dysfunction.

Recommended Process

Time allowed: 2-3 days max Who decides: Product manager + 1 engineer Information needed:

  • Quick user survey (100 responses)
  • Competitive analysis (2 hours)
  • Engineering estimate (30 min)

The decision:

  1. Is there signal users want it? (Survey >30% interest = yes)
  2. Is the cost reasonable? (<1 week engineering = yes)
  3. Does it conflict with anything? (Check roadmap)

If yes to 1 & 2, and no to 3: Ship it. If uncertain: Ship it behind a feature flag. Measure.

What NOT To Do

❌ Two weeks of meetings ❌ Executive approval ❌ Perfect user research ❌ Consensus across org ❌ Waiting for more data

The Bezos Test

"If we ship dark mode and it's wrong, what happens?"

Answer: We remove it in a sprint. A few users briefly confused. No real damage.

Conclusion: Make the call. Move on. Spend your deliberation budget on something that matters.


Example 2: Pricing Strategy Change

Input:

"We're considering changing from per-seat pricing to usage-based pricing. How should we approach this?"

Output:

Decision Analysis: Pricing Model Change

Classification

FactorAssessment
Reversible?PARTIALLY - Technically yes, but...
Cost to undoHIGH - Customer confusion, churn, internal systems
Path dependenciesHIGH - New customers on new model can't easily migrate
Consequence if wrongHIGH - Revenue impact, customer churn, competitive exposure

Deeper Analysis

Why this isn't purely Type 2:

  • Existing customers expect current pricing
  • Changing back signals instability
  • Systems, contracts, sales comp all need updating
  • Market perception shifts

Why it's not purely Type 1:

  • You CAN grandfather existing customers
  • You CAN run both models in parallel
  • You CAN test with new customers only first

Verdict: TYPE 1.5 (Needs Careful Handling)

This is a major strategic decision with reversibility caveats.

Recommended Process

Time: 4-6 weeks of analysis Who: CEO, CFO, Head of Product, Head of Sales Information needed:

  • Financial modeling of both scenarios
  • Customer interviews (willingness to switch)
  • Competitive analysis
  • Engineering/ops assessment
  • Sales compensation impact

Risk Mitigation:

  1. Test with new customers only first (Type 2 experiment)
  2. Keep existing customers on old pricing (reversibility hedge)
  3. Run for 6 months before migrating anyone
  4. Build systems for both models

Decision Framework

ApproachReversibilitySpeedRisk
Full switchLowFastHigh
New customers onlyHighMediumMedium
Parallel modelsHighSlowLow

Recommendation: Start with new customers only (Type 2). Migrate existing only after validation (then it becomes Type 1).


Example 3: Team/Organization Decision

Input:

"We're debating whether to restructure the engineering team. Some want squads, some want feature teams. We've been discussing for a month."

Output:

Decision Analysis: Team Structure

Classification

FactorAssessment
Reversible?YES - Reorgs happen all the time
Cost to undoMEDIUM - Productivity dip during change
Consequence if wrongMEDIUM - Slower delivery for a quarter
Path dependenciesLOW - People can move teams

Verdict: TYPE 2 (But Feels Like Type 1)

This FEELS irreversible because it affects people and emotions are high. But practically? Teams restructure regularly. This is recoverable.

The Real Problem

A month of debate isn't analysis—it's conflict avoidance.

What's actually happening:

  • People have opinions and aren't yielding
  • No one wants to make a call and be "responsible"
  • The debate is comfortable; the decision is uncomfortable

Recommended Process

Time: 1 more week, max Who decides: Engineering lead (or whoever is accountable) Process:

  1. Write up both options (1 page each)
  2. Define success criteria (what metrics improve?)
  3. Pick one
  4. Commit for 6 months (review then)
  5. "Disagree and commit" - those who disagree still execute

The Forcing Function

"We will decide by [Friday]. Whoever feels strongest makes the call and is accountable for making it work. We all commit to supporting it for 6 months before reassessing."

Type 2 Permission

Say this to the team: "This is a two-way door. We can change it later. But we can't debate forever. Let's pick one, run it for 6 months, measure, and adjust. The worst outcome is paralysis."


Checklists & Templates

Quick Classification Checklist

## Is This Type 1 or Type 2?

□ Can we undo this in <30 days?
□ If wrong, will we lose <10% of something important?
□ Is this a common decision (we'll make many like it)?
□ Can we experiment/test before committing?
□ Are the consequences contained?

**Mostly YES → Type 2 (Move fast)**
**Mostly NO → Type 1 (Move carefully)**

### Default Rule
"When in doubt, it's Type 2. Most decisions are."

Team Decision Matrix Template

## Team Decision-Making Framework

### Type 2 Decisions (Individual/Small Group)
- Feature prioritization
- Bug fixes
- Process improvements
- Hiring (non-leadership)
- Tool selection
- Meeting schedules
- Internal communications

**Process:** Inform, decide, execute
**Timeline:** Hours to days
**Approval:** None needed

### Type 1 Decisions (Leadership/Broader Input)
- Strategic direction
- Major investments (>$X)
- Leadership hiring
- Pricing strategy
- Market entry/exit
- Partnerships
- Shutting down products

**Process:** Analyze, consult, deliberate, decide
**Timeline:** Weeks
**Approval:** [Define levels]

### Escalation Criteria
Escalate Type 2 to Type 1 if:
- Cost exceeds $[X]
- Affects >N customers
- Creates legal/compliance risk
- Changes company strategy
- Irreversible commitment

Skill Boundaries

What This Skill Does Well

  • Structuring persuasive content
  • Applying copywriting frameworks
  • Creating draft variations
  • Analyzing competitor approaches

What This Skill Cannot Do

  • Guarantee conversion rates
  • Replace brand voice development
  • Know your specific audience
  • Make final approval decisions

References

  • Bezos, Jeff. "Amazon Shareholder Letters" (2015, 2016) - Type 1/Type 2 framework
  • Blank, Steve. "The Four Steps to the Epiphany" - Speed in startups
  • Ries, Eric. "The Lean Startup" - Reversible experiments
  • Farnam Street. "Mental Models" - Decision frameworks
  • Amazon. "Leadership Principles" - Bias for action

Related Skills


Skill Metadata

  • Mode: cyborg
name: reversible-decisions
category: thinking
subcategory: decision-making
version: 1.0
author: MKTG Skills
source_expert: Jeff Bezos
source_work: Amazon Shareholder Letters
difficulty: beginner
estimated_value: $2,000 management consulting session
tags: [decisions, Bezos, Amazon, speed, reversibility, management, delegation]
created: 2026-01-25
updated: 2026-01-25

平台分布

Codex

38.21%
按下载量换算254

Claude

29.69%
按下载量换算198

Cursor

19.99%
按下载量换算133

Gemini CLI

9.11%
按下载量换算61

安全审计

Gen Agent Trust Hub

通过

Socket

通过

Snyk

通过

权限和风险

需要联网

该 Skill 可能需要联网访问来源站点、仓库或外部 API;具体网络访问范围需要结合源码和 README 复核。

安装前确认

本站仅展示第三方公开信息,不托管安装包,不提供自动安装或运行环境。安装前应自行审查源码、依赖和命令行为。目前只有一个公开来源,建议同时核对源仓库。

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