Experiments in the future of AI

Open-source proof-of-concept projects. Not products yet, just ideas we're testing.

Local ML

MokuML

Connect Postgres, describe a prediction in plain English, get TabPFN results on your Mac. Local LLM writes SQL from schema metadata only. No ML pipeline, no data leaving the machine. A lightweight take on what Kumo.ai does, but local-first.

AI App Dev

BlackBoxApproach

Recursive black-box architecture for AI-assisted development. Track human vs AI decisions, refine one module at a time, use pseudocode as a bridge between intent and code, and visualize the system without drowning in files.