Artificial intelligence × quantitative trading
Building an AI-powered hedge fund from the ground up.
An AI-native trading operation built at the intersection of artificial intelligence and systematic quant — engineered, deployed, and documented in the open.
01 / Mission
Returns at the intersection of AI and quant.
Temerity Holdings exists to generate consistent, risk-adjusted returns by operating at the intersection of systematic quantitative strategies and artificial intelligence.
Real money, real markets, real consequences — an AI-native fund built and documented from the ground up, so the work is visible as it happens rather than hidden behind a black box.
02 / Value proposition
What actually survives the gap from notebook to production.
Quant tutorials stop at the backtest. Research feeds publish only what worked. Funds hide everything behind black-box marketing. Temerity builds an AI-native trading operation in the open — agent architectures, execution and data infrastructure, and live strategy iteration — so technical builders can see what real quant infrastructure actually takes.
Built for engineers and operators who've outgrown toy backtests but can't yet break into institutional-grade systems. Process over performance, depth over hype.
03 / The work
What we're building.
The pieces of an AI-native trading operation, assembled and documented as they come together — the tooling, the strategy iteration, and the lessons that don't make it into tutorials.
- Agent systemsresearch · execution · risk
- Infrastructuredata · backtest · monitoring
- Systematic strategybuilt · tested · iterated
- Documentationthe whole process, in public