virattt /ai-hedge-fund

An AI Hedge Fund Team

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PythonMITCreated 2024-11-29
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README

AI Hedge Fund

This is a proof of concept for an AI-powered hedge fund. The goal of this project is to explore the use of AI to make trading decisions. This project is for educational purposes only and is not intended for real trading or investment.




Note: the system does not actually make any trades.



 Disclaimer

This project is for educational and research purposes only.

- Not intended for real trading or investment
- No investment advice or guarantees provided
- Creator assumes no liability for financial losses
- Consult a financial advisor for investment decisions
- Past performance does not indicate future results

By using this software, you agree to use it solely for learning purposes.

 How to Install

bash
pipx install aihf


(or uv tool install aihf, or pip install aihf into an environment of your choice)

Then run it from anywhere:

bash
aihf


 API keys

The app asks for keys the first time it needs them and saves them to ~/.hedge-fund/.env — nothing to configure up front. It needs:

- A Financial Datasets API key, for prices, fundamentals, and earnings. Or, instead of a key, the private key of a Base wallet holding USDC: every call then pays for itself with x402 (pip install 'aihf[x402]'; last 365 days of data, non-professional use).
- One model API key for the investor agents. Supported providers: Anthropic, OpenAI, DeepSeek, Google, xAI, Kimi, TypeSafe (Jev).

Keys exported in your shell always win over the saved file.

 How to Run

 Interactive app

bash
aihf


With no arguments, this launches the interactive terminal app. It has two modes:

- Paper trading — your funds, each with a ledger of real market days and fake money. Highlight a fund to see what its next run will do; press enter to run it through the next completed session (an approval step shows the exact decision about to execute before anything trades), s for its full session history, h/r for the kill switch. Build a new fund from the same list: strategies, capital, cadence, tickers, and it is live. Every session is appended to a hash-chained ledger in ~/.hedge-fund/paper//, so NAV is a track record, not a reset.
- Backtesting — replay a fund over history and watch its equity curve draw against its benchmark. Results are saved to ~/.hedge-fund/research/. Fund definitions live in ~/.hedge-fund/mandates/ and carry no tickers; you pick the universe per backtest.



 Development

bash
git clone https://github.com/virattt/ai-hedge-fund.git
cd ai-hedge-fund
poetry install
poetry run aihf
poetry run pytest hedge_fund


 How to Contribute

1. Fork the repository
2. Create a feature branch
3. Commit your changes
4. Push to the branch
5. Create a Pull Request

Important: Please keep your pull requests small and focused. This will make it easier to review and merge.

 Feature Requests

If you have a feature request, please open an issue and make sure it is tagged with enhancement.

 License

This project is licensed under the MIT License - see the LICENSE file for details.

Top issues

Latest release

ai-hedge-fund 2.7.1 v2.7.1 2026-11-08
Changes

- Reopen a saved backtest. On the mandate picker, each mandate's past runs sit on the right, newest first, up to 12. Right arrow or tab moves into that list. Enter opens the saved result in the same view a live backtest ends on: the curve, the stats, and the tape, with nothing fetched. Left arrow returns to the mandates. A file that will not parse fails in the UI.

Snapshot: 2026-11-10T09:35:25Z · Data license Apache-2.0 · JSON