System 1 models classify tickets in milliseconds on laptop CPUs

TypeSafe AI's new "System 1" models (Laya and Jev) return typed answers from a single encoder forward pass instead of generating text, running in 45ms on a laptop CPU. Tests on 30 annotated support tickets showed 70% accuracy at far lower cost than LLM calls.

2026-09-26 ~ 2026-09-26 · 3 related posts

• Hands-on with Laya, an open System 1 model: one encoder pass returns typed probabilities in milliseconds — ghumare64 · 2026-09-26
• Open System 1 model runs at 45ms per query on laptop CPU, 70% on support tickets — ghumare64 · 2026-09-26
• System 1 models return typed answers in one encoder pass: 45ms per query on a laptop CPU, but often confidently wrong — ghumare64 · 2026-09-26