Proof in progress2 in progress

Systems I'm testing
in the open.

These are unfinished systems, shown honestly while the evidence is still being made. The useful parts become build notes, architecture decisions, and eventually case studies; the claims wait until the system earns them.

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

Working on a system
that has to hold up?

If you are wrestling with agents, ML infrastructure, or the operational trade-offs between them, tell me what you are building.

A real conversation

Email is the best way to reach me. I read every message and reply myself.

Email Asifcodewithnumbers@gmail.com