New study shows the JEV AI judge’s confidence is just its max probability – a quirky twist on LLM‑as‑a‑judge decision models. What does this mean for AI evaluation pipelines? Dive in! #JEV #LLMasAJudge #ConfidenceScore

New study shows the JEV AI judge’s confidence is just its max probability – a quirky twist on LLM‑as‑a‑judge decision models. What does this mean for AI evaluation pipelines? Dive in! #JEV #LLMasAJudge #ConfidenceScore
⚠️Jev Got AI Decisions Wrong
「Jev ではなくて無料の仕分けAI」 をアップロードしました。
www.youtube.com/watch?v=3vPw...
Downloaded a #JEV model and it just chats instead of deciding? You didn't break it. You got plain Qwen or Gemma 🫠 How to spot the fake #GGUFs: www.logeshwaran.org/2026/10/open...
🤖 What if your if statement could understand context?
🔎 Spring AI collects evidence.
🧠 Jev evaluates it.
☕ Java decides.
Jev and LLMs don't have to compete. A decision layer can route requests to the right model, while the LLM handles complex generation.
Dive into this read: zurl.co/fSjwO
Jev just crushed 9 out of 11 decision points, beating Laya in the latest LLM agent showdown. Curious how System‑1 models, prompt‑injection defenses, and RAG relevance gating play into the win? Dive in for the full breakdown. #Jev #LLMagent #RAGgating
Jev, TypeSafe AI's System One decision model is a watershed moment in AGI. How it works, Jev source code in Python, alternatives, and why it matters. #jev
Jevとは何か。スマートなif文でソフトウェアに知性を組み込む
Most AI models write. Jev decides.
A 2-minute explainer for devs.
Made with Claude Code + Opus 5.5. Open source and fully reproducible. Remix it:
github.com/sujee/visual...
This week's PLaiGROUND weekly:
- #Jev in the wild
- @NVIDIA buy back
- @Google Meet meets Teams
- Nrtsearch from @Yelp
- turbopuffer agrees to what we've said all along, it's not a vector database
- and more.... plaigroundaiadvisory.substack.com/p/the-weekly...
#Cloudflare released #Clef and #Clefflash #decisionmodels, claiming faster, more accurate performance than #Jev via #Qwen backbones. Clef handles images and video, supports 64k context, costs $0.24 per million tokens, and is Jev-compatible on Workers AI or Hugging Face.…
September 30: StartLux released StartLux-Decision, a fully open source decision model. It scored 63.88 on Decision Index 0.2.1 vs Jev at 57.91, winning 31 of 38 benchmarks. In 36 chess games against Jev 1.13, it won 35.
Claude Code ModsとJevでモデルルーターを構築(サブスクで使えるゾ!!)