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  ## Model Overview
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  - **Base:** Mixtral-8x7B-Instruct-v0.1 (full bf16, no quantization)
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- - **Training:** Direct PEFT+TRL (LlamaFactory dropped due to ROCm issues)
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  - **Adapters:** 1 unified + 9 expert LoRA adapters (all rank=32, α=16)
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  - **Hardware:** AMD MI300X (205.8 GB VRAM) — full bf16 training
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  - **Key Innovation:** Evidence extraction layer + structured behavioral prompts → **9× improvement** in real ATT&CK mapping
 
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  ## Model Overview
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  - **Base:** Mixtral-8x7B-Instruct-v0.1 (full bf16, no quantization)
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+ - **Training:** Direct PEFT+TRL
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  - **Adapters:** 1 unified + 9 expert LoRA adapters (all rank=32, α=16)
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  - **Hardware:** AMD MI300X (205.8 GB VRAM) — full bf16 training
39
  - **Key Innovation:** Evidence extraction layer + structured behavioral prompts → **9× improvement** in real ATT&CK mapping