ADI Distillation Studio
Instruction / user request
Explain why a recent llama.cpp build is needed for Qwen3.5 GGUF models.
Teacher answer
Qwen3.5 uses hybrid SSM/Mamba-style gated-delta layers. Older llama.cpp builds may not recognize those tensors or metadata, so the GGUF can download correctly but still fail at model load. Use a recent llama.cpp or a llama-cpp-python wheel that bundles a compatible commit.
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