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Jev

Oct 16

22d ago d3-edge (0.6B) fine-tuned outperforms d3 (27B) decision model r/LocalLLaMA → story

22d ago Jev-as-a-Judge for RAG claim verification: confidence-gated cascading between a non-generative verifier and a frontier LLM arXiv cs.CL → story

22d ago Verdict-MQ reads a case once to answer multiple questions about its state and ownership arXiv cs.CL → story

Oct 15

23d ago JEV: Type Safe AI study analyzes type-safe AI approach and its implications Hacker News (AI) → story

23d ago Build an automatic AI accountant with Muse, Unsiloed, and Jev Hacker News (AI) → story

23d ago DecisionRobust: a benchmark for evaluating robustness of JEV-style decision models across text and vision arXiv cs.CL → story

Oct 14

24d ago DecisionPivot: a diagnostic benchmark for decision models in LLM systems with contrast pairs differing in one decisive detail, generators with independent solvers, scorer and runners GitHub Trending (AI) → story

24d ago System One Model Security: Jev and prompt injection; HiddenLayer HiddenLayer (via Google News) → story

24d ago Show HN: SuperLocalMemory AI brain that never bluffs: Laya, Jev, Google Gemma Hacker News (AI) → story

24d ago Calibrated typed-decision models evaluated on Indonesian regional languages using NusaX and NusaTranslation sentiment datasets arXiv cs.CL → story

Oct 13

25d ago Jev handed our LLM the wrong page a tenth as often as our embeddings. Hacker News (AI) → story

25d ago Running decision models: picking quantization and VRAM usage r/LocalLLaMA → story

Oct 12

26d ago Optim-Jev: suite of Jev tools for Claude Code that care about context Hacker News (AI) → story

Oct 11

27d ago Can a swarm of Jev catch a murderer? r/LocalLLaMA → story

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