AI Engineering
Curated collection of thoughts and builds centered around AI Engineering.
Written Content
500 Days and 30,000 Miles
Five hundred days ago I pointed a Raspberry Pi at my car and started keeping every mile it drove. It has captured 10.4 million data points without missing a beat I did not cause, and somewhere along the way it stopped being a logger and became something I can ask questions of.
The AI Watermarking Arms Race
Anthropic has started watermarking Claude's text output. How generative text watermarking actually works, why no third party can verify it yet, why detection power drops to the square root of the machine-written fraction once a document has two authors, and why I shipped a tool that says 'not checkable' instead of inventing a score.
Introducing Gekro News: An AI Briefing That Curates Itself Around Me
A public daily AI briefing that reads a profile of my interests distilled from my own knowledge base, picks the day's real signal, cites its sources, and publishes itself every morning.
The Token Economics of Local AI
Why every team running sustained AI workloads - from a solo home lab to a 50,000-user enterprise - pays itself back faster by owning the inference layer than by renting it.
AI Codes Like a Genius. Architects Like a Goldfish.
Why zero-shot AI POCs fall apart at scale, and how constrained architectural templates are the only thing standing between a clean codebase and a production time bomb.