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m4xx

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AI & ML interests

AI/ML Sec guy!

Recent Activity

reacted to Yuki131's post with 🔥 11 days ago
Meet KaLM-Jev — your local, Jev-style judgment engine, available in Nano, Small, and Large. Building an agent or automation workflow? Sometimes all you need is a choice, a score, or a signal that a condition holds. Built on KaLM-Reranker-R2, KaLM-Jev turns these decisions into structured outputs through three primitives: 🔀 Choice — select among candidates, with a probability distribution. 📊 Score — return a continuous score over your defined levels. 🔍 Noul — evaluate conditions independently, so multiple conditions can hold at once. Think support-ticket routing, bug severity scoring, human-escalation detection, or candidate tool selection for agents. 🖥️ Run locally with downloaded weights 📦 Choose from Nano / Small / Large 🔌 Integrate through HTTP or Python ⚡ Reuse cached candidate/rule representations to reduce repeated encoding 🧪 Explore included examples, bilingual semantic smoke tests, and recorded GPU validation results No answer-text generation: `output_tokens = 0`. Inference still runs to compute the judgments. KaLM-Jev is an independent implementation based on KaLM-Reranker, not an official TypeSafe project or a guarantee of full Jev compatibility. Scores are uncalibrated; validate thresholds on your own tasks. Code & quickstart: https://github.com/KaLM-Embedding/KaLM-Jev https://huggingface.co/spaces/Yuki131/KaLM-Jev We’d love to hear what you’d build with it. Try it out, share feedback, or open an issue! 🤗 #Jev #Reranker #Agents #LocalAI #OpenSource
liked a model about 2 months ago
audnai/penclaw-Kimi-K3.0-abliterated-GGUF
liked a model 3 months ago
deadbydawn101/RavenX-CyberAgent-Qwen3.6-35B-A3B-Opus-4.7-OpenMythos-Pentester-BugHunter-RATH-GGUF
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