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GLM-5.3-Flash-Uncensored-Q2-ds4

DogContext

**⚠️ Runs on `ds4` / DwarfStar only — NOT llama.cpp · Ollama · LM Studio · vLLM.** *(Ignore Hugging Face's generic "Use this model" panel — those runtimes fail with `unknown architecture 'glm5next'`.)* An **imatrix-calibrated ~2-bit GGUF** of the *uncensored* GLM-5.3-Flash, built for the **`ds4` / DwarfStar** engine. It runs **resident** on a single 128 GB Mac, keeps the model's **native MTP** speculative-decoding block, and is calibrated with a 1.5M-token importance matrix — not a plain RTN quant. The official uncensored weights ship for **data-center GPUs** (FP8 / NVFP4); a consumer GGUF (Q2_K) also exists, but it runs only on a draft-PR llama.cpp build and drops MTP. This build is the one that runs on **ds4 / Metal today** — resident, with MTP and imatrix calibration:

Text generation

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Monthly input tokens 10 MMonthly output tokens 2 M1 M = 1 million tokens · USD
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GLM-5.3-Flash-Uncensored-Q2-ds4

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