Experiments2 in progress

AI systems I'm building
in the open.

Most of what I build is for work, and most of that I can't show. These are the AI systems I chase on my own time, in public: part research, part product, fully unfinished, and where a lot of the writing starts.

01

The Experiment

ongoing
MLEVALMEMORYBuilding from scratch

A personal AI coach I'm building from scratch: custom memory, open-source models, and a real evaluation framework.

The longest-running of these, and the one throwing off the most write-ups.

Read the build log
02

The Analyst

ongoing
LLMEVALFINANCEBuilding from scratch

A Warren Buffett style analyst: software that reads a company the way a patient value investor would, weighing the moat, the management, and the margin of safety instead of the noise.

Teaching a model to be slow and disciplined on purpose, in a domain that punishes hand-waving.

Read the build log
Get in touch

Notes from the next
hard thing, now and then.

No schedule, no funnel. Just a short note when a build teaches me something worth passing on.

or just email me at codewithnumbers@gmail.com