ad-spend-optimizer
Analyze paid advertising performance across channels and recommend budget reallocation to maximize ROAS and minimize CAC. Use when: planning quarterly ad…
\"Invert, always invert.\" Apply Carl Jacobi's mathematical principle and Charlie Munger's investing wisdom to solve problems by thinking backward from failure. Use when: **Goal setting** - Define what would guarantee failure, then avoid it; **Risk analysis** - Identify what
$ npx -y skills add guia-matthieu/clawfu-skills --skill inversion --agent claude-codeHow it fires
How this skill gets triggered: by you, by Claude, or both.
/inversionContext preview
The summary Claude sees to decide when to auto-load this skill.
\"Invert, always invert.\" Apply Carl Jacobi's mathematical principle and Charlie Munger's investing wisdom to solve problems by thinking backward from failure. Use when: **Goal setting** - Define what would guarantee failure, then avoid it; **Risk analysis** - Identify what
name: inversion description: "\"Invert, always invert.\" Apply Carl Jacobi's mathematical principle and Charlie Munger's investing wisdom to solve problems by thinking backward from failure. Use when: **Goal setting** - Define what would guarantee failure, then avoid it; **Risk analysis** - Identify what could destroy your project before starting; **Decision making** - Evaluate choices by examining their worst outcomes; **Problem solving** - When direct approaches aren't working, reverse the question; **Strategy development..." license: MIT metadata: author: ClawFu version: 1.0.0 mcp-server: "@clawfu/mcp-skills"
> "Invert, always invert." Apply Carl Jacobi's mathematical principle and Charlie Munger's investing wisdom to solve problems by thinking backward from failure.
| Aspect | Details | |--------|---------| | **Source** | Carl Gustav Jacob Jacobi (1804-1851), mathematician; Charlie Munger, investor | | **Expert** | Munger credits Jacobi: "Invert, always invert" (from "man muss immer umkehren") | | **Core Principle** | Many problems are best solved backward. Instead of asking "How do I succeed?", ask "What would guarantee failure?" then avoid those things. |
| Claude Does | You Decide | |-------------|------------| | Structures content frameworks | Final messaging | | Suggests persuasion techniques | Brand voice | | Creates draft variations | Version selection | | Identifies optimization opportunities | Publication timing | | Analyzes competitor approaches | Strategic direction |
1. **Reveals hidden risks** - Surfaces dangers invisible when thinking forward 2. **Simplifies complex problems** - Failure paths are often clearer than success paths 3. **Prevents catastrophic mistakes** - Avoidance is easier than achievement 4. **Improves decision quality** - Forces consideration of downside scenarios 5. **Unlocks creative solutions** - Reverse framing reveals new approaches
Apply Inversion to this goal: [describe your goal] What would GUARANTEE failure? What should I avoid at all costs?
Use Inversion to evaluate this decision: [describe the choice you're facing] If I wanted this to fail spectacularly, what would I do?
Invert this strategy to find weaknesses: [describe your plan] How could a competitor or circumstances destroy this plan?
When applying Inversion, follow this systematic process:
## Forward Statement **What I want to achieve:** [Clear, specific goal] **Current approach:** [How I'm thinking about solving it] **Why direct approach may be insufficient:** [Complexity, uncertainty, blind spots]
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## The Inversion **Original Question:** "How do I [achieve goal]?" **Inverted Question:** "How do I GUARANTEE [failure/opposite of goal]?" **Reframe:** Instead of: "How do I build a successful company?" Ask: "How do I guarantee my company fails?" Instead of: "How do I have a happy marriage?" Ask: "How do I guarantee divorce?" Instead of: "How do I get healthy?" Ask: "How do I guarantee I stay unhealthy?"
**Munger's Insight:** "It is remarkable how much long-term advantage people like us have gotten by trying to be consistently not stupid, instead of trying to be very intelligent."
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## Failure Recipe **If I wanted to GUARANTEE failure, I would:** 1. [Action/behavior that ensures failure] 2. [Action/behavior that ensures failure] 3. [Action/behavior that ensures failure] 4. [Action/behavior that ensures failure] 5. [Action/behavior that ensures failure] **Attitudes that guarantee failure:** - - - **Decisions that guarantee failure:** - - - **Habits that guarantee failure:** - - -
**Be Thorough:** Generate at least 10-15 failure paths. The most obvious ones come first, but the subtle ones are often more dangerous.
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## Inversion to Success | Guaranteed Failure | Therefore, I Must... | |--------------------|---------------------| | [Failure action 1] | [Avoid/do opposite] | | [Failure action 2] | [Avoid/do opposite] | | [Failure action 3] | [Avoid/do opposite] | **Key Avoidances (Non-Negotiable):** 1. Never [failure behavior] 2. Never [failure behavior] 3. Never [failure behavior] **Required Actions (Derived from Inversion):** 1. Always [opposite of failure] 2. Always [opposite of failure] 3. Always [opposite of failure]
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## Anti-Goals **Definition:** Things I commit to NEVER doing, regardless of circumstances. ### My Anti-Goals: 1. **I will NEVER:** [specific anti-goal] **Because it guarantees:** [failure outcome] 2. **I will NEVER:** [specific anti-goal] **Because it guarantees:** [failure outcome] 3. **I will NEVER:** [specific anti-goal] **Because it guarantees:** [failure outcome] ### Tripwires (Early Warning Signs) If I notice any of these, STOP and reassess: - [Warning sign that I'm heading toward failure] - [Warning sign that I'm heading toward failure] - [Warning sign that I'm heading toward failure]
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**Context:** Founder wants to build a successful startup.
**Input:** > "I want to buil
175 expert marketing methodologies for AI agents. Free. Open source. MIT licensed. Dunford on positioning. Schwartz on copywriting. Cialdini on persuasion. Ogilvy on advertising. Hormozi on offers. Voss on negotiation.
Repo: guia-matthieu/clawfu-skills
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