Work

Products and experiments.

Three products I’m building, plus smaller experiments.

Products

02

Hedge Layer

Financial infrastructure with AI built in. Agent H researches prediction markets and replies with live prices, cited evidence and a probability range you can check.

Financial infrastructure
03

Deeper Level

Play strategy games against AI models. Each game becomes reinforcement learning data for training better local models.

Training data

Experiments

04

Autoresearch Classifier

An automated experiment loop that searches for better prompt injection classifiers using scikit-learn.

Evaluation
05

Bedrock Agent Blueprint

A repeatable way to deploy AI agents on AWS, with infrastructure defined in code.

Agent infrastructure
06

Mental Model Graph

Explore how mental models from economics, psychology, mathematics and logic connect.

Visualisation
07

Still Here

A web app for counting days and writing about the ones that matter.

Side project