Specification
The Top Step
Nobody writes assembly anymore. Somebody still has to say what they want.
Eric Garcia, PhD•October 15, 2026
Practical insights on building production machine learning systems. From a PhD ML engineer with 15+ years of experience.
Nobody writes assembly anymore. Somebody still has to say what they want.
Every raise in abstraction retires a rung. This one retires the last rung below deciding.
Scriptorium is free and open source. It steers a voice instead of replacing one, and it can prove what it published.
Why four interviewers know less about a candidate than any one of them did.
The geometry behind a 97 percent match that goes nowhere.
The cheapest way to run image models on AWS is to stop treating them like a web service.
We help companies build ML systems that actually work in production.
Learn About Our ML Consulting