Notes from the lab, the floor, and the track

Building Raven: Frontier Intelligence Without the Brute Force

Dipole ML launches Raven 1.0 Mini and Pro on October 1, 2026. Here is the engineering philosophy behind models designed to beat bigger systems on latency and cost, not just benchmarks.

From Liquid-Cooled PCs to Frontier AI: Why I Build the Way I Do

I have been building since 2006: liquid-cooled machines as a teenager, industrial robotics, real estate media, logistics, and now an AI lab. The through-line is simple: build things that hold up under load.