What is the primary goal of the Black Swan Theory skill?

The goal is to move from prediction-based planning to robustness-based preparation, ensuring systems can survive rare, unpredictable, and high-impact events.

What is the 'Turkey Problem' mentioned in this framework?

The Turkey Problem is the error of using past data to predict a safe future (like a turkey being fed for 1000 days), only to be blindsided by a systemic change (Thanksgiving).

What is the difference between Mediocristan and Extremistan?

Mediocristan refers to domains where outcomes are normally distributed and outliers have little impact, while Extremistan refers to domains where single extreme events can dominate the entire system.

How does this skill help with software architecture?

It helps identify 'fragile' patterns—like hidden dependencies or debt—that might lead to catastrophic failure during unexpected spikes or edge cases, recommending 'antifragile' alternatives.

Black Swan Theory Risk Framework

Name: Black Swan Theory Risk Framework
Author: lev-os

bylev-os

0•

生产力与工作流

Applies Nassim Taleb's risk assessment framework to identify and mitigate the impact of rare, high-consequence events in complex systems.

The Black Swan Theory skill empowers Claude to analyze systems and strategies through the lens of extreme uncertainty and high-impact outliers. It helps users distinguish between 'Mediocristan' (predictable, stable domains) and 'Extremistan' (complex domains governed by power laws), providing actionable mental models like the Barbell Strategy and Via Negativa. This skill is essential for architects, developers, and strategists who need to build robustness against 'unknown unknowns' and move beyond the limitations of traditional Gaussian statistics and retrospective predictability.

主要功能

01Detects narrative fallacies and hindsight bias in post-mortem analyses.

02Applies 'Via Negativa' to reduce system fragility by removing points of failure.

03Identifies 'Barbell Strategy' implementations to balance safety with asymmetric upside.

04Classifies decision domains into the Four Quadrants to identify high-risk zones.

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06Differentiates between scalable (Extremistan) and non-scalable (Mediocristan) risks.

使用场景

01Stress-testing software architecture against catastrophic, low-probability tail risks.

02Designing project portfolios that maximize exposure to breakthrough positive outliers.

03Evaluating strategic business or technical plans for exposure to negative Black Swans.

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add lev-os/agents black-swan-theory

For use in Claude.ai and ChatGPT

Download Skill