Senior Software Engineer with 20+ years on production systems. Working on neural nets since 1996 (neuroevolution, genetic programming) — multiple AI cycles’ worth of perspective on what survives the hype.

Currently building a regulatory forecasting system for Polish law: ingesting statutes back to 1944, building a graph of legislation and amendments, reasoning about where the regulatory surface is moving. The hard problems are PDF → structured graph at scale and reasoning under uncertainty.

I write about where AI coding agents actually work and where they quietly fail.