NLP

微信里的话不知道怎么接？macOS 悬浮聊天助手：识别消息意图与沟通风险，GPT 生成多种话术，Jev 评估候选，一键填入微信。话我帮你想，发送你来定。

微信（Windows 4.x）旁挂的回复辅助：窗口截图 + 本地离线 OCR 读对方消息 → Jev 判断意图 → 3 条候选一键填入，发送永远手动

n8n community node for Jev by TypeSafe AI: classify, score and check text with calibrated probabilities. Parallel requests and multi-item batching.

Take an 800K-param GPT from 2.2% to 95.5% on arithmetic through 20 controlled experiments — a hands-on tour of LLM training methods, including the ones that failed.

Do what I mean: type what you want in plain words and it runs the right menu item in any Mac app. Powered by Jev (bring your own key).

Find files by describing them in plain English: find(1) with a semantic --like predicate, answered by TypeSafe.ai's jev model

Jev-style decision model based on LFM2.5-350M

Meet KaLM-Jev — your local, Jev-style judgment engine, available in Nano, Small, and Large.

MetaCoginition powered by Reflex 4B

Jev powered call coach

Reproducible perturbation-category classification of Mycobacterium tuberculosis differential-expression contrasts, with provenance-stamped models and a frozen acceptance fixture

AI-powered GitHub issue triage bot that labels issues, flags duplicates, tracks its own cost, and measures its own accuracy — built to be audited, not trusted blindly.

OpenThai-SystemOne: open Thai + English System One decision model (0.8B, 256-way slot head, Apache-2.0)

Easy local setup for Qwen3.8-27B Abliterated: 256K context and measured 240-300 tokens/s generation on an RTX 5090.

Crush 好感监控器：用 Jev 分析微信聊天的情绪、意图和回复表现。本机部署，使用自己的 API Key。

Clipboard-to-form paste brain: GLiNER extract + cua-s1 decide

Fast zero-shot and few-shot LLM routing powered by Jev.

Abandoned Qwen3.5-0.8B LoRA fine-tuning experiments for Jev-like typed judgments, with datasets, adapters, evaluations, and a full retrospective.

Sharing KV Caches Across Fine-Tuned Language Models with a Head-Wise Linear Map

油猴脚本：用 TypeSafe Jev 模型对 X 评论区做语义级垃圾评论过滤（识别形近字/乱码变体，支持隐藏或折叠占位）

Mop the slop out of your LinkedIn feed. Not an AI detector: a bad-writing detector. Chrome extension + Vercel server, powered by Jev from Typesafe AI. MIT.