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black-swan

Black Swan Stress Test

Black Swan Stress Test on Talos — a natural-language market intelligence terminal.

Run in terminal: Black Swan Stress Test

How it works

What is a Black Swan Event?

A Black Swan event is a rare, unpredictable shock with extreme market impact — such as the COVID-19 crash (−34% in 23 days), the 2008 financial crisis, or the 2000 dot-com collapse. The term was popularized by Nassim Nicholas Taleb.

How Talos Models Black Swan Risk

Talos overlays a COVID-style historical drawdown onto the stock's recent price trajectory and projects a recovery path based on the stock's historical beta. This produces a stressed price path and a VaR estimate under tail-risk conditions.

Value at Risk (VaR) Explained

VaR answers: 'What is the most I can lose with 95% confidence over a given period?' A 95% VaR of −15% means there is a 5% chance of losing more than 15% in that window. It is a standard risk metric used by banks and institutional investors.

Frequently Asked Questions

What is a Black Swan event in finance?
A Black Swan event is an unpredictable, high-impact market shock — such as the COVID-19 crash, the 2008 financial crisis, or the 2000 dot-com collapse. Talos models how a stock would likely behave under a similar scenario.
What is Value at Risk (VaR)?
Value at Risk estimates the maximum potential loss over a given time period at a specific confidence level (e.g., 95% VaR). It is a standard risk management metric used by banks and institutional investors.
What is Talos?
Talos is a natural-language market intelligence terminal. You type commands like 'Analyze NVDA' or 'Optimize AAPL MSFT' and Talos runs quantitative and AI-powered analysis instantly.
Is Talos free to use?
Talos is free to access. Simply visit https://stochastics.vercel.app/ and start typing commands in the terminal.

Author

Vihaan Mekala

Founder & Quantitative Engineer, Talos

Vihaan builds quantitative finance infrastructure and AI-powered market analysis tools. He has experience in algorithmic trading, risk modeling, and machine learning for financial markets. Talos is his platform for democratizing institutional-grade quantitative analysis through natural language interaction.