the seam

as code gets cheap, judgment gets scarce. so i decided to go live where it's scarcest, the exact coordinate where the people who train and use models meet the people who make the silicon sing.

most engineers pick a side. you're either an ml person who treats the gpu as a black box, or a systems person who's never hand-rolled a training loop. the rare, valuable thing is to be fluent in both, to read a memory model and a transformer in the same breath.

you're valuable precisely where the answer can't be auto-generated.

that's the bet. learn the layer underneath the abstraction everyone else imports, which is really just depth before breadth taken seriously, and the seam stops being a gap and starts being a place to stand. it's the most concrete version of living in the judgment layer.