Qwen3.6 35B Uncensored HauhauCS 1M MTP Ollama

--- license: apache-2.0 pipeline_tag: image-text-to-text base_model: HauhauCS/Qwen3.6-35B-A3B-Uncensored-HauhauCS-Aggressive tags: - gguf - long-context - yarn - qwen3.6 - uncensored - mtp - speculative-decoding - vision - llama.cpp - ollama --- <img src="banner.jpeg" width="720"/> # Qwen3.6-35B Uncensored: 1M Context + MTP + Vision, one file --- Note from braydenh563: The file naming conventions used by satgeze prevented Hugging Face from allowing the file to be pulled directly into ollama. I have renamed the gguf file to correct this issue. Everything else remains the same. **UPDATE (05/08/2026):** - Following advice, I have updated this model so that it pulls with the paramater ```draft_num_predict: 4```. This should mean that the grafted mtp drafter properly activates when pulled into local llm software like ollama. *Any and all feedback is appreciated!* --- [HauhauCS's Aggressive uncensored build](https://huggingface.co/HauhauCS/Qwen3.6-35B-A3B-Uncensored-HauhauCS-Aggressive) of Qwen3.6-35B-A3B, extended to a **1,048,576-token context** and fused with the official MTP speculative-decoding layer. Every claim on the banner is measured, not inherited. Verification data ships in this repo. <table> <tr> <th style="background:#e8590c;color:#fff;padding:8px 14px;">Capability</th> <th style="background:#e8590c;color:#fff;padding:8px 14px;">Status</th> <th style="background:#e8590c;color:#fff;padding:8px 14px;">Evidence</th> </tr> <tr><td><b>1M context</b></td><td>Certified July 6, 2026</td><td><b>70/70 needles</b>, full ladder 64K to 1M, 10 depths per rung, f16 KV, temp 0</td></tr> <tr><td><b>MTP speculative decoding</b></td><td>Grafted and vetted</td><td>284.6 to <b>380.1 tok/s (+33.6%)</b>, draft acceptance <b>0.864</b>, RTX 5090</td></tr> <tr><td><b>Vision</b></td><td>Verified</td><td>mmproj tower reads image text and identifies objects correctly</td></tr> <tr><td><b>Uncensored</b></td><td>HauhauCS Aggressive</td><td>Trunk weights bit-identical to the HauhauCS release</td></tr> </table> ## Needle-in-a-haystack certification <img src="qwen36_heatmap.png" width="640"/> Native context is 262,144. YaRN rope scaling (factor 4) extends to 1,048,576, and retrieval stays perfect across the entire extension: every rung from 64K to 1M scored 10/10 at depths from 5 to 95 percent. Raw per-needle records are in `results.jsonl`. ## MTP: how it got here an...

Source context: 1132 downloads · 5 likes · Pipeline image-text-to-text · Repo braydenh563/Qwen3.6-35B-Uncensored-HauhauCS-1M-MTP-Ollama