GGUF (llama.cpp) quantized build of MiniCPM‑V 4.7 35B‑A3B for local/CPU and on-device multimodal image/video→text inference; supports imatrix mixed quantization, Lookahead Expert Scheduling and DSpark speculative decoding to reduce expert-loading stalls and improve throughput.