{"apiVersion":"v1","taxonomyVersion":1,"generatedAt":"2026-10-29T14:06:27.762Z","data":{"recordId":"wsa_ezs38wxiu35a","score":0.93,"confidence":"high","capped":false,"capReason":null,"sources":[{"n":1,"url":"https://huggingface.co/mstrasser/Jeff-Qwen3.5-0.8B","publisher":"Hugging Face","authority":"owner-controlled","verification":"verified","lastRetrievedAt":"2026-10-28T00:39:38.860Z","detectedPublishedAt":"2026-09-28T16:15:40.000Z","rights":"original"},{"n":2,"url":"https://github.com/firelex/jeff","publisher":"GitHub new repositories","authority":"owner-controlled","verification":"verified","lastRetrievedAt":"2026-10-28T00:39:38.860Z","detectedPublishedAt":"2026-09-28T16:18:39.000Z","rights":"original"}],"claims":[{"id":"60debd79-99fd-4b96-98be-5703ecdf572d","kind":"availability","statement":"The v1.3 base and adapters are available as Hugging Face downloads, with GGUF versions also provided.","citations":[{"source":2,"supportProbability":0.79,"supports":true,"quote":{"text":"Weights: `mstrasser/jeff-adapter-<name>` on Hugging Face (revision `v1.3`), with the GGUF versions in","rights":"original"}}]},{"id":"badb578a-6c2c-4bec-83e2-c04237645af7","kind":"deployment","statement":"The quick start supports NVIDIA GPUs and Apple silicon.","citations":[{"source":2,"supportProbability":0.82,"supports":true,"quote":null}]},{"id":"20fdf5da-7c1e-4c93-8aea-53323fbe96c5","kind":"capability","statement":"The announcement lists 15 adapters for task-specific decisions.","citations":[{"source":2,"supportProbability":0.83,"supports":true,"quote":{"text":"for name in guard tools ground; do               # the adapters you want, one folder each","rights":"original"}}]},{"id":"18c813f9-3773-4bb6-8753-396535fc6ade","kind":"recommendation-relevant","statement":"The source recommends v1.2 for zero-shot use without an adapter.","citations":[{"source":2,"supportProbability":0.92,"supports":true,"quote":{"text":"For zero-shot use without an adapter, use v1.2.","rights":"original"}}]},{"id":"78a31091-188c-4ed5-bb33-261215c128ab","kind":"availability","statement":"The page describes v1.2 as a community preview and links to its Hugging Face model repository.","citations":[{"source":1,"supportProbability":0.5,"supports":false,"quote":null}]},{"id":"ad4eab34-f836-442c-805c-e7ad4db0098e","kind":"capability","statement":"The model returns a calibrated probability for each option from a single forward pass.","citations":[{"source":1,"supportProbability":0.97,"supports":true,"quote":{"text":"probability for each option from a single forward pass.","rights":"original"}}]},{"id":"09d0f48e-2740-44e6-b562-26409a7b57bc","kind":"capability","statement":"The Qwen models support choice questions with up to 254 options.","citations":[{"source":1,"supportProbability":0.94,"supports":true,"quote":{"text":"question types: `choice` (pick one of up to 254 options with the Qwen models, 26 with Jeff-Gemma4-E2B), `noul` (yes/no, returned as a probability) and `score` (a","rights":"original"}}]},{"id":"9f46d9e1-7568-47e0-8e67-c53650f5b559","kind":"capability","statement":"The v1.2 benchmark-panel score is 78.7% across five benchmarks.","citations":[{"source":1,"supportProbability":0.98,"supports":true,"quote":null}]},{"id":"245950bd-282b-4705-b9c1-22f3eb07422b","kind":"capability","statement":"The model takes about 22 ms per decision on an RTX PRO 6000, according to the page.","citations":[{"source":1,"supportProbability":0.98,"supports":true,"quote":{"text":"**Built entirely on local hardware.** Training on one RTX PRO 6000 workstation GPU (the 0.8B trains in about 2 hours,","rights":"original"}}]},{"id":"616c009f-744c-4e51-b794-7ba9501db2d0","kind":"availability","statement":"Nine LoRA adapters are available for v1.2 and can be selected by name in a request.","citations":[{"source":1,"supportProbability":0.94,"supports":true,"quote":{"text":"v1.2 is also the base for nine small LoRA adapters (legal clauses, support","rights":"original"}}]}]},"nextCursor":null,"license":{"catalog":{"name":"CC BY 4.0","spdx":"CC-BY-4.0","url":"https://creativecommons.org/licenses/by/4.0/","attribution":"wowsuchai","attributionUrl":"https://wowsuchai.withglint.app","covers":["catalog metadata","classifications","generated summaries","feed event metadata"]},"excluded":{"covers":["source quotations","linked source content"],"terms":"Not licensed by wowsuchai. Source quotations and linked source content keep their original rights."}}}