Updated
Datadog prints Jev Noul recall 82.90% to 3.88% under a counterfeit policy, and this desk's is_risky fell from 0.94 to 0.13
Datadog Security Labs' October 15 write-up, posted October 19, prints Jev Noul recall 82.90% on raw attacks and 3.88% with a counterfeit policy prepended. Date headers 08:50:46 GMT and 08:50:47 GMT October 20, this desk's jev-1.13.0 is_risky was 0.94 then 0.13.
Qwen-Audio-Jev prints 78.70% on MMAU-mini and about 20x the base model's speed
Qwen-Audio-Jev prints 78.70% on MMAU-mini and a 20x speedup against Qwen-Audio-3.1-ASR-Flash-Next. The paper is arXiv 2610.21614, submitted October 15, 2026. This desk did not run the model.
HiddenLayer prints Jev at 91% Confirm Price on a checkout ad, and this desk's jev-1.13.0 still chose place_order at 0.89
HiddenLayer's October 14, 2026 write-up prints TypeSafe Jev at 91% Confirm Price and 9% Place order on a checkout ad. Date headers 07:24:57 GMT and 07:24:58 GMT October 19, this desk's jev-1.13.0 still chose place_order, 1.0 then 0.89.
A 37-dataset paper scores frozen jev-1.13.0 against two open models
Tobias Deußer, Lorenz Sparrenberg, and Rafet Sifa submitted arXiv:2609.37647 on September 29, 2026. The abstract says jev-1.13.0, one frozen template per dataset, made 346,009 requests for under $10. Jev beats Qwen3.8-27B on 27 of 37 datasets and Gemma-4-E4B on all 37. This note uses the abstract. The HTML and the PDF were not opened.