{"slug": "inside-laya-how-single-pass-non-autoregressive-rl-engine-shatters-llm-decision", "title": "Inside Laya: How Single-Pass Non-Autoregressive RL Engine Shatters LLM Decision Latency", "summary": "Nandakishor M released Laya, an open-source library that replaces autoregressive LLM decoding with a 33-millisecond single-pass decision engine trained via reinforcement learning with strictly proper scoring rules (RLCD). Laya returns typed choice, score, and binary predictions across more than 100 languages in one forward pass.", "body_md": "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.", "url": "https://wpnews.pro/news/inside-laya-how-single-pass-non-autoregressive-rl-engine-shatters-llm-decision", "canonical_source": "https://aiflash.com/content/inside-laya-how-single-pass-non-autoregressive-rl-engine-shatters-llm-decision-latency/", "published_at": "2026-09-29 21:21:04+00:00", "updated_at": "2026-09-29 21:47:20.692371+00:00", "lang": "en", "topics": ["artificial-intelligence", "large-language-models", "machine-learning", "ai-research", "developer-tools"], "entities": ["Laya", "Nandakishor M", "RLCD"], "also_reported_by": [], "alternates": {"html": "https://wpnews.pro/news/inside-laya-how-single-pass-non-autoregressive-rl-engine-shatters-llm-decision", "markdown": "https://wpnews.pro/news/inside-laya-how-single-pass-non-autoregressive-rl-engine-shatters-llm-decision.md", "text": "https://wpnews.pro/news/inside-laya-how-single-pass-non-autoregressive-rl-engine-shatters-llm-decision.txt", "jsonld": "https://wpnews.pro/news/inside-laya-how-single-pass-non-autoregressive-rl-engine-shatters-llm-decision.jsonld"}}