I ran 16 models to vet one tool: one task is not a benchmark

AlexKim · x · 2026-09-19

To decide if TypeSafe's Jev belonged in his stack, the author benchmarked 16 models — Jev came 10th on accuracy. His first draft claimed "Haiku was more accurate," true on one task only; adding two more made it a split: Haiku wins business categories 83.2–79.9, Jev wins commit types 50.0–42.0, dead tie on prose at 66.0. Lesson: one task is not a benchmark.

Related event: 16-model calibration test: Jev fastest honest model but ranks 10th in accuracy(8 posts)→

Original post →

More from coding & agent

coding & agent channel →