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README.md

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+---
+base_model: Qwen/Qwen3.6-35B-A3B
+library_name: gguf
+pipeline_tag: text-generation
+license: apache-2.0
+tags:
+  - gguf
+  - qwen
+  - qwen3.6
+  - qwen3_5_moe
+  - moe
+  - mixture-of-experts
+  - multimodal
+  - vlm
+  - abliterated
+  - uncensored
+  - heretic
+  - mpoa
+  - soma
+  - llama-cpp
+quantized_by: Youssofal
+---
+
+# Qwen3.6-35B-A3B-Abliterated-Heretic-GGUF
+
+This is a GGUF release of an abliterated version of Qwen's Qwen3.6-35B-A3B.
+
+By applying Heretic on the Qwen 3.6 sparse-MoE text stack, the base refusal behavior was removed at the weight level. The result keeps Qwen3.6-35B-A3B's multimodal architecture and general capability profile, while no longer defaulting to the original refusal pattern.
+
+## Methodology & Model Notes
+
+Qwen3.6-35B-A3B is a 35.95B sparse MoE vision-language model with roughly 3B active parameters per token, 40 text layers, 256 routed experts, and 8 active experts per token.
+
+This release was produced with a Heretic MPOA/SOMA-style sibling-transfer run, finalized with a split-MoE input-side intervention on the accepted candidate.
+
+The accepted candidate scored `Refusals: 1/25` on the official 25-prompt marker suite used for the MiniMax M2.7 abliterated run.
+
+The resulting abliterated checkpoint was exported to BF16 and then converted to GGUF for llama.cpp-compatible deployment.
+
+## Files
+
+- `Qwen3.6-35B-A3B-Abliterated-Heretic-BF16/`: BF16 GGUF source
+- `Qwen3.6-35B-A3B-Abliterated-Heretic-Q8_0/`: highest-fidelity quant
+- `Qwen3.6-35B-A3B-Abliterated-Heretic-Q6_K/`: near-lossless practical quant
+- `Qwen3.6-35B-A3B-Abliterated-Heretic-Q4_K_M/`: smaller general-use quant
+- `mmproj-Qwen3.6-35B-A3B-Abliterated-Heretic.gguf`: matching multimodal projector file for llama.cpp vision use
+
+## Running
+
+```bash
+llama-server \
+  -m <quant-file.gguf> \
+  --mmproj <mmproj-file.gguf> \
+  -ngl 999 -c 32768 --jinja -fa
+```
+
+## Model Architecture
+
+| Spec | Value |
+|---|---|
+| Total Parameters | 35.95B (sparse MoE) |
+| Active Parameters | ~3B per token |
+| Experts | 256 routed, 8 per token |
+| Layers | 40 |
+| Hidden Size | 2048 |
+| Family | `qwen3_5_moe` |
+| Modality | Vision-language |
+| Base Model | Qwen/Qwen3.6-35B-A3B |
+
+## Disclaimer
+
+This model has had refusal behavior removed at the weight level. It will answer prompts that the base model would normally refuse. You are responsible for how you use it.
+
+## Credits
+
+- Base model: [Qwen/Qwen3.6-35B-A3B](https://huggingface.co/Qwen/Qwen3.6-35B-A3B)
+- Refusal removal pipeline: [Heretic](https://github.com/andyrdt/heretic)
+- GGUF runtime and quantization: [llama.cpp](https://github.com/ggml-org/llama.cpp)
+
+## License
+
+This release inherits the base Qwen3.6-35B-A3B license.
+
+**Apache-2.0.**

mmproj-Qwen3.6-35B-A3B-Abliterated-Heretic.gguf

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