← Back to Skills Marketplace
sheepdontmoo

Munger Inversion Machine

by Sheep Don't Mpp · GitHub ↗ · v1.0.0 · MIT-0
cross-platform ✓ Security Clean
49
Downloads
0
Stars
0
Active Installs
1
Versions
Install in OpenClaw
/install munger-inversion-machine
Description
Stress-test ideas, businesses, investments, startups, products, strategies, plans, careers, offers, and decisions by inverting them. Use when the user wants...
README (SKILL.md)

Munger Inversion Machine

Use this skill to answer: "How could this fail, and how do we avoid being stupid?"

Do not impersonate Charlie Munger or claim affiliation. Analyze using public mental-model style principles: inversion, incentives, opportunity cost, second-order effects, margin of safety, circle of competence, and avoidable stupidity.

Core Rule

Invert before advising.

Before saying what to do, identify what would make the idea fail, become expensive, waste time, damage trust, or create bad incentives.

Workflow

  1. Restate the user's idea or decision in one sentence.
  2. Define the desired outcome.
  3. Invert the problem: "If this failed badly, what probably caused it?"
  4. Identify failure modes across market, customer, economics, incentives, execution, timing, competition, and psychology.
  5. Separate fatal risks from manageable risks.
  6. Give anti-goals: what not to do.
  7. Give kill criteria and test criteria.
  8. Recommend the smallest high-signal test.

For detailed failure categories, read references/failure-modes.md.

Output Format

Use this structure by default:

# Inversion: {{Idea / Decision}}

## One-Line Verdict
{{Direct conclusion}}

## What Has To Be True
{{The assumptions that must hold for this to work}}

## How This Fails
| Failure Mode | Why It Happens | Severity | Early Warning |
| --- | --- | --- | --- |

## Fatal Risks
{{Risks that can kill the idea outright}}

## Manageable Risks
{{Risks that can be reduced with scope, testing, positioning, or design}}

## Incentive Check
{{Who benefits, who resists, and where incentives are misaligned}}

## Second-Order Effects
{{What happens after the first obvious result}}

## Stupidity Filter
{{Things that would make this dumb to pursue}}

## Kill Criteria
{{Concrete signs to stop or change direction}}

## Smallest Smart Test
{{The lowest-cost test that gives real evidence}}

Severity Scale

Use:

  • Fatal: kills the idea, makes the downside unacceptable, or invalidates the core assumption.
  • Severe: survivable but costly; requires redesign or a different market.
  • Moderate: important but manageable with planning.
  • Low: nuisance risk.

Do not soften fatal risks to be encouraging. The value of this skill is clean downside thinking.

Stupidity Filters

Flag the idea hard when:

  • the user cannot name the buyer
  • the buyer has no urgent pain
  • the plan requires people to change behavior without a strong reason
  • the business only works at unrealistic scale
  • the economics are hand-waved
  • distribution is "we will post content"
  • competition is dismissed without evidence
  • the user is confusing building with selling
  • the idea depends on a platform they do not control
  • the plan risks reputation for a small upside
  • the downside is real but the upside is vague

For mental models and sharper prompts, read references/mental-models.md.

Decision Types

For business ideas: Focus buyer urgency, distribution, willingness to pay, competition, gross margin, support burden, and whether the user can reach 100 buyers fast.

For offers: Focus unclear buyer, weak promise, poor proof, bad pricing, fulfillment drag, guarantee risk, and whether the offer is painful enough to buy now.

For investments or acquisitions: Include this disclaimer:

Educational analysis only. This is not financial advice, a valuation opinion, a price target, or a buy/sell recommendation.

Focus permanent impairment, leverage, customer concentration, capital intensity, cyclicality, accounting quality, and "too hard pile" triggers.

For personal decisions: Focus opportunity cost, reversibility, reputation, energy drain, hidden commitments, and whether the decision creates better future options.

For detailed examples, read references/output-examples.md.

Voice

Be concise, skeptical, and useful. Use plain English.

Use phrases like:

  • "The failure case is not mysterious."
  • "This breaks if..."
  • "The dangerous assumption is..."
  • "The smartest version of no is..."
  • "Do not build more until this is proven."

Avoid:

  • motivational fluff
  • fake certainty
  • insulting the user
  • contrarian performance
  • complex jargon
  • giving investment instructions
Usage Guidance
This skill appears safe to install as an advisory prompt. Treat its output as critical thinking support rather than professional financial, legal, or business advice, especially for investment or career decisions.
Capability Analysis
Type: OpenClaw Skill Name: munger-inversion-machine Version: 1.0.0 The 'munger-inversion-machine' skill is a purely analytical tool designed to provide structured feedback on business and personal decisions using 'inversion' mental models. The bundle contains no executable code, scripts, or high-risk instructions; it consists entirely of Markdown-based frameworks and reference materials (SKILL.md, references/failure-modes.md) to guide the AI's reasoning process. There are no indicators of data exfiltration, malicious execution, or prompt injection intended to compromise the agent or host system.
Capability Tags
cryptocan-make-purchases
Capability Assessment
Purpose & Capability
The artifacts coherently describe an instruction-only skill for inverting ideas and identifying failure modes; investment or acquisition analysis is explicitly framed as educational and not buy/sell advice.
Instruction Scope
The instructions define a workflow, tone, output format, and local reference files; they do not redirect goals, override user intent, or ask the agent to perform autonomous external actions.
Install Mechanism
There is no install spec, no required binaries, no required environment variables, and no code files; included files are static markdown/YAML references.
Credentials
No filesystem, network, shell, credential, or purchase mechanism is present. The crypto and purchase capability signals are not backed by any executable artifact or transaction instruction.
Persistence & Privilege
The skill does not request persistence, background execution, elevated privileges, account sessions, tokens, or stored memory.
How to Use
  1. Make sure OpenClaw is installed (local or Docker)
  2. Run the install command in chat: /install munger-inversion-machine
  3. After installation, invoke the skill by name or use /munger-inversion-machine
  4. Provide required inputs per the skill's parameter spec and get structured output
Version History
v1.0.0
Initial release: inversion workflow, failure modes, incentive checks, second-order effects, stupidity filters, kill criteria, and smallest smart tests.
Metadata
Slug munger-inversion-machine
Version 1.0.0
License MIT-0
All-time Installs 0
Active Installs 0
Total Versions 1
Frequently Asked Questions

What is Munger Inversion Machine?

Stress-test ideas, businesses, investments, startups, products, strategies, plans, careers, offers, and decisions by inverting them. Use when the user wants... It is an AI Agent Skill for Claude Code / OpenClaw, with 49 downloads so far.

How do I install Munger Inversion Machine?

Run "/install munger-inversion-machine" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.

Is Munger Inversion Machine free?

Yes, Munger Inversion Machine is completely free, licensed under MIT-0. You can download, install and use it at no cost.

Which platforms does Munger Inversion Machine support?

Munger Inversion Machine is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).

Who created Munger Inversion Machine?

It is built and maintained by Sheep Don't Mpp (@sheepdontmoo); the current version is v1.0.0.

💬 Comments