# Inside Laya: How Single-Pass Non-Autoregressive RL Engine Shatters LLM Decision Latency

> Source: <https://aiflash.com/content/inside-laya-how-single-pass-non-autoregressive-rl-engine-shatters-llm-decision-latency/>
> Published: 2026-09-29 21:21:04+00:00

Nandakishor M's breakout open-source library Laya replaces slow autoregressive LLM decoding with a 33-millisecond System 1 decision engine. Trained using reinforcement learning with strictly proper scoring rules (RLCD), Laya delivers typed choice, score, and binary predictions across 100+ languages in a single forward pass.