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  jev-ood-calibration

  Independent Jev calibration study with raw Gateway responses from three public benchmarks and 900 rule-generated support tickets; probabilities were near calibrated on the public sets but overconfident on an unseen priority rule, while the Boolean question showed a different error direction. The synthetic task is one family and the Gateway did not expose a fixed model version.

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  jev-orderby-bench

  Independent measurement of whether ORDER BY over a Jev probability is defensible, with a pre-registered gate on pairwise inversion, Score ordinality against a graded target, calibration, and negation and paraphrase invariants; jev-1.13.0 passes on 20 Newsgroups topic membership and fails four of six conditions on Amazon ESCI human-graded product relevance, the DuckDB integrations' request shapes are shown to change the numbers (a 40-row batched state fails the ranking gate that one row per request passes), and two-decimal output leaves 53 of 360 rows tied at the top so LIMIT k cuts inside a tie; one seed and 30 ESCI queries, aggregates committed, corpus and cached responses regenerated locally for about a cent.

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  jev-sec-bench

  Blind Jev-1.13.0 security evaluation with Go runner, raw per-sample results, and a TUI: 662 public prompt-injection messages and 200 matched vulnerable-code pairs; its reported classification scores use the study's stated context and a fixed 0.5 threshold, so deployment policy and corpus labels matter.

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