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  DuckDB Jev

  Native DuckDB extension for Jev predicates, Choice classification, Score rubrics, and streaming batched judgments over SQL rows, with per-query budgets, caching, and request telemetry; published live throughput uses a repeated synthetic ticket corpus and does not measure classification accuracy, and binaries must match the DuckDB version and platform.

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  Hunch

  Ruby gem that turns judgment calls into control flow: if Hunch.likely?("fraudulent", given: order) branches on a typed Jev answer, with pick for Choice, rate for Score, and graded predicates from possibly? to definitely?; not affiliated with TypeSafe AI.

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  Jev for Apple Foundation Models

  Swift 6 bridge that translates Apple @Generable Boolean, enum, and bounded score fields into one Jev question set, then decodes the typed answers through LanguageModelSession; ships mock-transport tests and two demos, but requires iOS, macOS, or visionOS 27 and an API key kept on a backend or trusted machine rather than in a mobile app.

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