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system-1

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⚡ 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

  • Updated Oct 28, 2026
  • TypeScript
POK-Agent

POK-Agent: a Windows computer-use AI agent. A large model plans (System 2) and a small fast model acts on screen (System 1: JEV or local Laya). Repeated tasks become muscle memory, so the big model is called less every time. Local-first, voice and vision, Rust + Tauri, open source.

  • Updated Oct 29, 2026
  • Rust
llm-handbook

Free LLM handbook: how large language models work, from tokenization and attention to training, fine-tuning (LoRA, RLHF), MoE, reasoning, serving and production, plus System 1 decision models (Jev, Laya, Vega), BERT and calibration. Plain Markdown, CC BY 4.0, built to learn with ChatGPT or Claude.

  • Updated Oct 23, 2026
  • JavaScript

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