Software engineer, AI/ML engineer, and quantitative systems developer. Production tooling, nine years of live weekly ML scoring in the Numerai quant tournament, LLM application tooling, independent technical writing and research since 2010. Output across that span: 195 articles, 4 books, 39 public repos. More at k3no.com.