Personal / Private experiment
MoneyScript
A private hobby project exploring LLM-assisted trading and the engineering behind autonomous decision systems.
2026 · Project yearThe experiment
I’m building a small research system that assembles market context, asks models for forecasts and proposed actions, reviews their answers and carries out accepted actions through a paper-trading interface. It’s a personal playground for ideas I want to test in a working system.
- Market context
- Forecast & proposal
- Review & validation
- Paper execution & journal
The engineering
The interesting part is the deterministic runtime around the model calls: assembling inputs, checking structured replies, validating permitted actions and recording what happened. Journals and replay tooling help trace decisions and compare configurations on recorded inputs, rather than judging a change from one plausible-looking model answer.
My work
I design and develop the system, including model context, execution checks, tests, evaluation tooling and the workflow for running experiments.
Status
An ongoing hobby experiment with simulated execution. The source code is private; this page shares a high-level engineering overview.
Early pitch
An eight-slide presentation from 30 September 2026 about the original idea, proposed evaluation loops and limitations at the time. A historical artifact; the project has since evolved.
Read the presentation ↗