AI Hedge Fund — Deep Value
0.2.4Published 2026-08-21>=0.2.6Methodology
Three value analysts judge the same filed figures without seeing each other's answers, and their convictions are weighed into one judgement. Reasons from fundamentals and price alone — it is given no news and no thesis, because the harness it was ported from reads neither.
What it trades
| Category | NASDAQ |
|---|---|
| Asset classes | equity, etf |
| Markets | XNAS, XNYS |
| Tasks | ASSET_REVIEW EVENT_REVIEW |
Whose work this is
This methodology is ported. Porting a prompt makes a derivative work, so the attribution is part of what the package is: it is on the manifest, it is shown before anyone agrees to install it, and the original licence notice ships inside the package.
| Source | https://github.com/virattt/ai-hedge-fund |
|---|---|
| Commit | 69e5946dcb7b5fbe739b516455d1b5392cb5f7ac |
| Licence | MIT, © Virat Singh |
Third-party notice
This ManagerPackage is a derivative work. Its three analyst personas are ported from the deep-value strategy of virattt/ai-hedge-fund, at commit 69e5946dcb7b5fbe739b516455d1b5392cb5f7ac, and the notice below is retained as that project's licence requires.
prompt/10-graham.md, prompt/20-buffett.md and prompt/30-munger.md adapt the system prompts in hedge_fund/signals/graham.py, buffett.py and munger.py. What was changed and why is in README.md §"What was adapted, and why each change was necessary"; what was deliberately not ported is in harness.json's omitted[].
MIT License
Copyright (c) 2024 Virat Singh
Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the "Software"), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions:
The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software.
THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.
The personas are not the people
Carried across from the source's own VISION.md, because it is a statement about the thing being ported and it does not become less true for having been ported:
The investor managers are stylized approximations of these investors' public philosophies — not the actual individuals, and not endorsements.
Benjamin Graham, Warren Buffett and Charlie Munger have no connection to this package, to ai-hedge-fund, or to Aumos, and none of them has reviewed or endorsed anything here. The names identify a published investment philosophy being applied, in the way a textbook names a method after the person who wrote it down. Nothing this package produces is that person's opinion.