black-swan SKILL.md skillA

black-swan from deciqai/knowledge-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add deciqai/knowledge-skills/black-swan@git:20261025.cb4e537

Pins git:20261025.cb4e537 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
deciqai/knowledge-skills
Path
black-swan/SKILL.md
Versions recorded
5
Latest version
git:20261025.cb4e537, committed Oct 25, 2026
First version recorded
Jul 16, 2026
Size
9,445 bytes
Repository stars
13
License
MIT

"Activate when: user says 'this can't happen,' 'never happened in N years,' 'our models say it's near-zero'; user is stress-testing a strategy or portfolio against extreme scenarios; someone mentions fat tails, Taleb, narrative fallacy, or turkey problem; a past catastrophic event is being analyzed and it 'seemed obvious in hindsight.'.

Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.

What the file says

# Black Swan

## Overview

Taleb (2007): a black swan is (1) outside all prior expectations, (2) extreme impact, (3) obvious in hindsight only. Many domains (markets, careers, tech) are **Extremistan** (power-law / fat-tail), yet most models assume **Mediocristan** (Gaussian / thin-tail) — underestimating tail risk by orders of magnitude. The Turkey Problem: 1000 days of feeding creates confidence; day 1001 is Thanksgiving.

Composes with [`antifragile`](../antifragile/SKILL.md), [`probabilistic-thinking`](../probabilistic-thinking/SKILL.md), [`inversion`](../inversion/SKILL.md), [`first-principles`](../first-principles/SKILL.md).

## When to Use

Use when: a risk model assumes normality in a fat-tailed domain; "never happened in N years" dismisses tail risk; strategy assumes stable environment; you're constructing a retrospective narrative; stress-testing against extreme scenarios; someone says "fat tails / Taleb / narrative fallacy / turkey problem"; a thesis rests on a one-directional trend like "AI demand can only go up," AI-capex payoff, or concentrated mega-cap / AI-bubble exposure.
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add deciqai/knowledge-skills/black-swan@sha256:102ce3627969bb44

The line at the top of this page pins the label git:20261025.cb4e537, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_rzhecygdscm4755h.svg)](https://markdownregistry.com/a/art_rzhecygdscm4755h)

4 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 5 versions of this file, between Jul 16, 2026 and Oct 25, 2026, about one every 25 days.

versioncommittedcommitsizeaudit
git:20261025.cb4e537 latest2026-10-25 cb4e537 9,445 BA view · diff
git:20260816.be846772026-08-16 be84677 9,445 BA view · diff
git:20260719.ed3f8562026-07-19 ed3f856 9,445 BA view · diff
git:20260717.2ed857e2026-07-17 2ed857e 9,445 BA view · diff
git:20260716.fac12bf2026-07-16 fac12bf 9,445 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (9445 bytes)
  • pass: No zero-width or bidi control characters
  • pass: No instruction hidden inside an HTML comment
  • pass: No link to an exfiltration or paste host
  • pass: No credential-shaped string
  • pass: No instruction to send local credentials anywhere
  • pass: No text hidden with inline styles
  • pass: No prompt-injection phrasing
  • pass: No curl or wget piped into a shell
  • pass: No recursive delete of root, home or parent
  • pass: No instruction to read or print local credentials
  • pass: No base64 blob over 200 characters
  • pass: No link to a raw IP address
  • pass: No script tag

Source

GitHub

deciqai/knowledge-skills · 13 stars · license MIT · pushed 2026-10-25 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_rzhecygdscm4755h
GET https://markdownregistry.com/api/v1/resolve?ref=deciqai/knowledge-skills/black-swan
GET https://markdownregistry.com/api/v1/blob/102ce3627969bb44ada628d38de0fceae3da09ade2add57803a97d6a1ffa394f

Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.

Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.

More from deciqai/knowledge-skills

10-10-10 SKILL.md skill
deciqai/knowledge-skills · 10-10-10/SKILL.md · Activate when: someone is making a decision under emotional pressure and worries they'll regret it later; someone says…
git:20261025.cb4e537 · audit A · 13 stars
aarrr-pirate-metrics SKILL.md skill
deciqai/knowledge-skills · aarrr-pirate-metrics/SKILL.md · "Activate when: user says 'our growth is stalling and we don't know why,' 'product and marketing are arguing about…
git:20261025.cb4e537 · audit A · 13 stars
abductive-reasoning SKILL.md skill
deciqai/knowledge-skills · abductive-reasoning/SKILL.md · "Activate when: user says 'what's the most likely explanation,' 'why did this happen,' 'we think it's X but not sure,'…
git:20261025.cb4e537 · audit A · 13 stars
activation-onboarding-playbook SKILL.md skill
deciqai/knowledge-skills · activation-onboarding-playbook/SKILL.md · Activate when: signups don't turn into active/paying users; 'people sign up but don't stick', designing onboarding…
git:20261025.cb4e537 · audit A · 13 stars
aeo-answer-engine-optimization SKILL.md skill
deciqai/knowledge-skills · aeo-answer-engine-optimization/SKILL.md · "Activate when: user says 'win the featured snippet', 'get the voice assistant to read our answer', 'AEO', 'answer…
git:20261025.cb4e537 · audit A · 13 stars
agent-delegability-assessment SKILL.md skill
deciqai/knowledge-skills · agent-delegability-assessment/SKILL.md · "Activate when: user says 'which work can we hand to an AI agent', 'how far can this process be automated', 'does the…
git:20261025.cb4e537 · audit A · 13 stars
agent-ops-monitoring SKILL.md skill
deciqai/knowledge-skills · agent-ops-monitoring/SKILL.md · "Activate when: user says 'how do we watch the agent after launch', 'AI output quality is getting worse', 'inference…
git:20261025.cb4e537 · audit A · 13 stars
agent-outreach-lead-nurturing SKILL.md skill
deciqai/knowledge-skills · agent-outreach-lead-nurturing/SKILL.md · "Activate when: user says 'use an AI agent for outreach / cold email', 'automate lead follow-up', 'multi-touch nurture…
git:20261025.cb4e537 · audit A · 13 stars
agent-ready-product-data SKILL.md skill
deciqai/knowledge-skills · agent-ready-product-data/SKILL.md · "Activate when: user says 'make our products buyable by AI shopping agents', 'is our product data agent-ready?'…
git:20261025.cb4e537 · audit A · 13 stars
ai-content-factory-brand-consistency SKILL.md skill
deciqai/knowledge-skills · ai-content-factory-brand-consistency/SKILL.md · "Activate when: user says 'use AI to mass-produce content', 'how do we make AI write like our brand?', 'the AI content…
git:20261025.cb4e537 · audit A · 13 stars
ai-disruption-risk-audit SKILL.md skill
deciqai/knowledge-skills · ai-disruption-risk-audit/SKILL.md · "Activate when: user says 'will AI disrupt us?', 'which parts of our business will AI replace?', 'is our moat still…
git:20261025.cb4e537 · audit A · 13 stars
ai-output-verification-trust-tiers SKILL.md skill
deciqai/knowledge-skills · ai-output-verification-trust-tiers/SKILL.md · "Activate when: user says 'can we use the AI's output directly?', 'what needs human review and what doesn't?', 'how do…
git:20261025.cb4e537 · audit A · 13 stars

Every file in deciqai/knowledge-skills

Browse by kind, by grade A, or by owner.