# virattt/ai-hedge-fund > An educational proof-of-concept AI hedge fund: LLM investor agents make trading decisions on given tickers, with backtesting and paper trading. For learning and research only; it does not place real trades. - Magnitude: 2.0 out of 10 — Steady - Stars: 63,807 total · +2 stars on 2026-09-30 (UTC), ≈ 10 by evening - Star trust: star growth looks organic - Category: Finance & crypto · Language: Python · License: MIT · Created: 2024-11-29 · Last push: 2026-09-26 - GitHub: https://github.com/virattt/ai-hedge-fund · Page: https://gitnova.dev/en/r/virattt/ai-hedge-fund ## Useful for - Launch the interactive aihf app and build a fund from strategies and tickers - Backtest a mandate over history and compare its equity curve to a benchmark - Run one fund cycle from a mandate file and get the JSON decision record ## Why it’s here - 2 stars so far today, about 10 expected by the end of the day. - Interest is fading: the two-day pace is 45% of the previous week and a half. - About 11 forks a day — people are taking the code. ## Star trust Star growth looks organic. Star-trust labels are heuristics based on the repository’s behavior, not a check of every stargazer. ## Numbers - Forks: 11,208 - Issues and pull requests: 679 - Watchers: 675 - Average over the last week: 22 per day - Usual pace: 32 per day - Latest release: v2.4.1 (2026-09-25) ## Stars per day, last 30 days (oldest → newest, today is partial) 2026-10-05 … 2026-11-03: None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None, None ## Magnitude by day, last 12 days 09-19 3.4, 09-20 3.5, 09-21 3.3, 09-22 2.4, 09-23 2.1, 09-24 2.7, 09-25 2.7, 09-26 1.9, 09-27 1.8, 09-28 1.8, 09-29 2.0, 09-30 2.1 --- Magnitude (0–10) measures how fast and how unusually interest in a repository is growing right now. It is not a quality score. Days are UTC. “So far today” is a fact; “expected by the end of the day” is a forecast. Summaries and use cases are written by an LLM (DeepSeek V4.1 Flash) from the README and may be inaccurate: verify specific claims (benchmarks, speed, hardware) in the repository itself. Data as of 2026-09-30 10:54 UTC, updated every 30 minutes.