Qwen3.6 35B (3B active) HauhauCS uncensored Aggressive

User reports Qwen3.6-35B-A3B at 140 t/s decode around 8K context on an RTX 4070 Super 12GB. Setup is Polystrata with a HauhauCS uncensored Aggressive TTQ Q4_K_M GGUF and MTP enabled, on 32GB DDR5-6000 RAM under Windows 11. Prompt processing was 2,800-3,300 tok/s, and decode fell to 100 tok/s around 32K context. The user compares against llama.cpp at 2600 tok/s prefill and 77 tok/s decode, a roughly 1.3x prefill and 82% faster decode gain.