Show HN: THX-01 – Open-source decision model, free API, 60M+ tokens processed

Category: ai-ml

Tags: decision-engine, multilingual, non-autoregressive, reinforcement-learning, system-1, python

Score: 8.3/10 (Innovation: 8, Technical: 8, Documentation: 9, Utility: 8)

Laya is a multilingual, non-autoregressive System 1 decision engine that provides typed decisions over 100+ languages in a single forward pass (33 ms). It uses reinforcement learning against proper scoring rules and a router to select the right checkpoint per request, enabling fast, consistent classification for workflows like triage, routing, and risk assessment. Its novel architecture and broad applicability make it stand out from typical LLM-based solutions.

Target audience: backend developers, data engineers, ML engineers

Repository: https://twitter.com/reversedoofz/status/2109228322752471304 · Python · Apache-2.0 · 33861 stars

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