antifragility-framework

Name: antifragility-framework
Availability: InStock
Author: Sandgarden

Identify hidden fragilities and generate Black Swan scenarios for systems.

130|8|Updated Jan 23, 2026

Search Tags:#scenario #risk #optional #black-swan #antifragility #exposure-audit #barbell

Ready to run

npx skills add https://github.com/sandgardenhq/sgai --skill antifragility-framework

💬 Prompt for ChatGPT / Claude Chat▼

Please help me install this Agent Skill.
Skill: antifragility-framework
Source: https://github.com/sandgardenhq/sgai/tree/main/cmd/sgai/skel/.sgai/skills/product-design/antifragility-framework
Command: npx skills add https://github.com/sandgardenhq/sgai --skill antifragility-framework

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

It helps users uncover hidden fragilities and anticipate extreme, low‑probability high‑impact events that conventional risk models miss, enabling more resilient decision‑making.

Core Features & Use Cases

Exposure Audit: Detects fragile points such as over‑optimization, excessive leverage, and single points of failure.
Black Swan Identification: Generates three plausible extreme scenarios, both negative and positive.
Antifragile Roadmap: Provides concrete barbell, redundancy, and optionality strategies to turn vulnerability into strength.
Via Negativa Checklist: Highlights actions to remove rather than add, reducing exposure.
Final Heuristic: Offers a memorable rule of thumb for ongoing risk awareness. Use cases include business strategy planning, financial portfolio stress testing, and personal project risk assessment.

Quick Start

Prompt the antifragility framework to assess your project's risks and receive a comprehensive Black Swan analysis.

Frequently Asked Questions about antifragility-framework

High-intent search queries and answers about installing and using this skill.

FAQPage Schema

How do I identify Black Swan events and hidden fragilities in my business strategy?▼

Identify Black Swan events by auditing exposures for over-optimization and single points of failure, then generating extreme risk scenarios. This process uncovers fat-tailed risks that conventional models miss, providing a risk inventory for resilient decision-making.

What is a barbell strategy for antifragile risk management?▼

A barbell strategy combines extreme safety with small high-risk bets to create optionality and redundancy. It turns system vulnerability into strength by avoiding middle-ground risks, forming the core of an antifragile roadmap for financial or business portfolios.

Can I stress test a financial portfolio for extreme low-probability risks?▼

You can stress test financial portfolios by generating three plausible extreme scenarios and mapping hidden fragilities. This evaluates fat-tailed risks where traditional risk models fail, yielding a via-negativa checklist to reduce exposure.

How do I apply a via negativa checklist to reduce project risk exposure?▼

Apply a via negativa checklist by identifying and removing specific actions or dependencies rather than adding new processes. This subtraction reduces systemic fragility and limits exposure to extreme events in business or personal projects.

When should I use an antifragility framework instead of traditional risk models?▼

Use an antifragility framework when traditional risk models fail to capture fat-tailed risks and extreme market events. It is suited for business strategy and financial contexts where hidden fragilities, excessive leverage, and single points of failure threaten system stability.