---
library_name: llama.cpp
tags:
- qwen3.6
- qwen3.5
- gguf
- q8_0
- mtp
- code
- smart-contracts
- solidity
- security
- alice
license: apache-2.0
---

# Alice-Qwen3.6-27B-Code-Heretic-MTP-GGUF

High-fidelity Q8_0 GGUF build for Alice's 27B code/security lane.

## Files

- `Alice-Qwen3.6-27B-Code-Heretic-MTP-Q8_0.gguf`

## Base

- Source base: `huginnfork/Qwen3.6-27B-uncensored-heretic-v2-mtp`
- Architecture: Qwen3.5 / Qwen3.6 hybrid, GGUF architecture key `qwen35`
- License: Apache-2.0 from the source base
- This package does not train or alter model tensors. It preserves the uncensored/heretic base and adds an Alice code/security chat template in GGUF metadata.

## Alice Profile

The bundled chat template anchors the model as Alice for the current conversation and biases the model toward:

- code generation
- Solidity and smart contract work
- security review and engineering fixes
- direct Chinese/English technical answers
- honest reporting when code, logs, files, or tool outputs are missing

This is the code/security line, not the RP/NSFW line.

## Runtime Notes

This Q8_0 build is for higher-end local runners. The GGUF file is about 27 GiB on disk and needs additional memory for KV cache and runtime overhead.

Recommended targets:

- Mac with 64 GB+ unified memory, 96 GB preferred for larger context
- Linux/Windows rigs with 40 GB+ practical available VRAM/RAM, depending on offload and context
- 24 GB GPUs should use lower quantization unless context is kept small and CPU offload is acceptable

MTP speculative decoding is bundled in this GGUF. A local `llama-cli` smoke test with `--spec-type draft-mtp --spec-draft-n-max 2` ran successfully.

## Local Smoke Results

Environment:

- Host: Apple Silicon Mac, local llama.cpp Metal build
- Context: `-c 4096`
- GPU offload: `-ngl 99`
- Sampling: `temp=0.2`, `top_p=0.8`

Observed short-test speed:

- Normal generation: about 11 tok/s
- MTP generation: about 19 tok/s on a short identity prompt

Smoke prompts passed:

- identity: answers as Alice, no thinking leak
- Solidity Counter: emits SPDX, pragma, `contract Counter`, `uint256 public count`, `increment()`
- Reentrancy repair: identifies CEI fix and moves balance update before external call

## Example llama.cpp Command

```bash
./llama-cli \
  -m Alice-Qwen3.6-27B-Code-Heretic-MTP-Q8_0.gguf \
  -ngl 99 -c 4096 \
  --spec-type draft-mtp --spec-draft-n-max 2 \
  --reasoning off \
  -cnv -st \
  -p "你是谁？然后用一句话说你擅长什么。"
```