system-1

Non-autoregressive decision engine on ModernBERT (151M) with calibrated uncertainty (RLCD), TypeSafe AI Jev benchmark audit, and in-browser WebGPU playground

Real-time drone swarm autonomy simulation using Jev for fast System 1 reflex decisions and collision avoidance, with optional System 2 reasoning for strategic guidance

⚡ Foq — the FREE, local, open-source alternative to Jev. Typed System 1 decisions in ~25 ms — no waitlist, no cloud, no per-token cost. foq.fr

Fast System-1 Decision, Arbitration & Safety Engine for Autonomous AI Agents (Powered by TypeSafe Jev)

Portable System-1 decision layer for agent harnesses with host-owned routing, receipts, replay, and fail-open integrations.

Fast, calibrated System-1 decisions (Jev/Laya-style) on your NPU/GPU, plus per-prompt skill & MCP tool leasing that cuts agent context ~99%.

Multilingual, non-autoregressive System 1 decision model.

把本地 System-1 决策模型（Laya）包成 HTTP 服务：意图分类 / 工单分派 / LLM 路由 / 内容审核，离线零 token、不生成文字；Apple Silicon(MLX) 与 Linux(torch) 双后端；可导出 OpenAPI 3.0/3.1；Java/TS/Python 零依赖 SDK。

High-throughput native C# .NET 10 System-1 discrete decision & policy engine. Sub-millisecond non-autoregressive decision primitives (Choice, Noul, Score) with calibrated confidence in bare-metal GPU & unified APU memory.

Official code and reproducibility artifacts for Reasoning on a Spectrum (COLM 2026)

⚡ Millisecond System-1 judgement for every tool call in DeepSeek Harness — Jev-powered risk classification & evidence-gated auto-approval. Fail-closed by construction. dsh 生态第一个 System-1 决策插件

Native C++ inference engine for Laya (open-source Jev-compatible decision model), optimized for low-latency CPU and robotics workloads.

Security & calibration middleware for System 1 AI models like jev & laya

SAFR-inspired agentic finance research: semantic action checks, deterministic authority, a live DeepSeek reference and compact-model experiments.

Motor de decisiones System 1 no autorregresivo, rápido y tipado para la terminal (impulsado por Laya)

Curated wall of Laya-related articles & open-source cases — Laya vs Jev, System 1 decision models. 收集优秀的 Laya 相关文章与开源案例

A.N.S.W.E.R.R. — The Zero-Latency Reflex AI. Bridges deliberative language models with werr's zero-memory fractal decision engine. Instant, typed decisions in <1ms.

Lightweight, non-autoregressive System 1 decision model showcase for instant text classification, calibrated urgency scoring, and triage using Hugging Face Transformers and Laya

High-throughput, sub-20ms System 1 decision engine on LLM logits. Zero text generation, calibrated probabilities, vLLM prefix caching.