Developer: Build a bs=1 Trainer and Let AI Parallelize It

Developer cephaloform shared a workflow tip: rather than explaining parallelization concepts to an LLM, just implement a batch-size-1 trainer and ask AI to parallelize it, letting the code speak for itself and automating the most tedious part of training experiments.

2026-10-01 ~ 2026-10-01 · 4 related posts

• Using agents to parallelize bs=1 runs of experimental trainers, says researcher — cephaloform · 2026-10-01
• ML engineer: writing a bs=1 trainer myself beats explaining it to an LLM — cephaloform · 2026-10-01
• Dev: writing a bs=1 trainer and telling AI to parallelize beats explaining concepts — cephaloform · 2026-10-01
• Dev: I'd rather write dumb utils to parallelize torch trainers than use LLMs for the code — cephaloform · 2026-10-01