One resident copy of Qwen3.8-27B serves two paths from a single llama.cpp server on a 24 GB GPU: - Decide -- Cloudflare Clef: typed questions over a state, a probability for every option of every question in one forward pass, Jev/SystemOne POST /v1/systemone. - Write -- plain Qwen3.8-27B chat with MTP speculative decoding, POST /v1/chat/completions. The trick: Clef's backbone is Qwen3.8-27B plus a merged LoRA on layers 40-63 only (layers 0-39, embeddings, lmhead and the vision tower are byte-identical to the base). This repo holds that LoRA, recovered from the release, so it rides on the same weights you chat with. llama.cpp keeps it loaded at scale 0; a decision switches it to scale 1 for…
Independent publisher
Trevest
trevest
Models in Library1
Datasets in Library0
Models on Hugging Face4
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Published tasks: Text classification.
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