Writing
Essays & notes.
Short-form writing on topics I’m thinking about, security, risk, and subjects in machine learning and AI systems that intersect with the work.
7 min read
Random Forests, from first principles
A six-minute tour of why random forests work, decision trees, the two tricks that tame them, and the place where they quietly stop being the right tool.
mltabularensembles
6 min read
MLOps, without the hype deck
MLOps is what the job actually is: data, training, serving, and the monitoring loop that catches the silent failures before your users do.
mlopsinfraproduction
6 min read
GenAI: from software, through automation, to agents
Three eras of software in one diagram. What changes when the system has to reason, and what breaks if you treat it like it doesn't.
genaiagentsarchitecture