Artificial intelligence × systematic trading
An AI-powered fund, built 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
Transparent research and documentation.
We build AI agent systems for real-money quantitative trading — and document what we learn — so that you can see what's actually possible beyond "hello-world" tutorials.
02 / For builders
Everything most operators leave out.
Unlike YouTube quant tutorials that stop at backtests, Substack feeds that publish only winning strategies, and hedge funds that hide everything behind black-box marketing, Temerity Holdings documents the full build of an AI-native trading operation — agent architectures, execution infrastructure, strategy iteration logs, and live capital outcomes — so technical builders can see what actually survives the gap from notebook to production.
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