Special series
Build logs you can follow start to finish
Most entries on the bench stand alone. A series is different: a single piece of work taken apart over many entries, built in public, in order. Start at part one and follow along as new parts ship.

In progress1 part
Borrowed Iron
Standing up a retinal-AI research platform on a borrowed 8xH100 grant cluster, one session at a time.

Complete5 parts
DGX Lab
Building a working AI research lab on a single small box, from intelligent gateway to RAG stack to honest benchmarks.

Complete5 parts
A Production ML Workspace
Five parts on the unglamorous scaffolding that makes ML work survive contact with a team: structure, docs, experiments, agents, collaboration.