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  5. Jeff
Models & Productsaka Jeff-Qwen3.5aka firelex jeff

Jeff

Jeff is an independent, Apache-2.0-weight family of Qwen3.5 and Gemma 4 fine-tunes that return Jev-style calibrated decisions locally in one forward pass, with a compatible /v1/systemone API.

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Released by Mathias Strasser (GitHub firelex) on 28 September 2026, Jeff fine-tunes Qwen3.5 0.8B/2B and Gemma 4 E2B using a full-weight AutoJev-derived recipe: cross-entropy over option letters plus a fitted temperature, not TypeSafe's hosted Jev. The project is not affiliated with TypeSafe. Its own five-benchmark panel lists Jeff-Qwen3.5-2B at 83.1% versus Jev's published 83.0% on a different sample, with much larger gaps on BBH and JevBench hard; training code is MIT.

Related terms

JevSystem One ModelStructured OutputSarvam AIHyperCLOVA XGLiNER2.5-Decide