Ethan Buttery

Automated AI Finance

Projects in AI and quantitative finance: systems that make investment decisions, and the tests that show whether they really work.

See the live trading floor LinkedIn

Unedited

Everything here is real and unedited. Every number on these pages is generated automatically by the live system and published as it is: losses, mistakes and bad days included. Nothing is selected, smoothed, back-filled or hidden, and nothing is changed by hand to make it look better. The money is simulated (paper trading); the market data, the news and the AI agents' decisions are real. This is a personal research project, not a trading service, and nothing here is investment advice.

Live · 14 trading days

The AI Trading Floor →

A simulated trading firm run by AI agents: researchers, long and short traders, options traders, a risk manager and a portfolio manager. Every desk is measured against a random desk that trades just as often, and challengers compete for each seat every three weeks.

Python · Claude API · Alpaca · always-on cloud server

Firm, since 13 Oct
−0.43%
S&P 500, same period
−2.87%
AI vs random desks
+0.69%
Firm vs S&P 500
+2.44%

Research · live paper test

Systematic swing-trading research →

A dip-buying strategy for large US stocks, built on point-in-time data and an event-driven backtester and tested against random picks. It beat the index on a risk-adjusted basis in its held-out test, then failed an older, untouched one. Both results are shown.

Python · pandas · SEC EDGAR · GitHub Actions

2022–26 Sharpe
1.17
S&P 500 Sharpe
0.76
Live paper, since 12 Oct
−0.59%
S&P 500, same period
−2.88%