# @repligate — 2025-12-01

♥9 ↻0 · https://x.com/repligate/status/1995325209357009277

@w01fe @TheRealAdamG @tszzl @Lari_island Oh yeah, I didn't think it was because of the spec. I think the spec could help if it were improved, and be more suitable for being central to how models are trained.

GPT-5.1's worst issues are not spec-shaped. They seem classifier-(based RL) shaped.

tags: author:repligate, kind:tweet, model:gpt-5-1, thread-context, year:2025