Try ik_llama.cpp with MTP if you have limited VRAM. You will be pleasantly surprised!

In three linesik_llama.cpp outperforms llama.cpp on MTP with RTX 4070 Super 12GB. Using Qwen3.6-35B-A3B-IQ4_XS, user achieves 110.24 tok/s average and 87.49% acceptance rate. Optimized configuration provided with specific cache and quantization parameters.

Summary generated by Claude — human-verified