The MTP head for the file seems to be accountable for some of the speed of strata (maybe not news to anyone but me but i'll digress). To be able to do the comparison I produced A head for ISTA-DASlab's GGUF that strata uses. while on it I also went ahead and produced a "head" for one of my own quants and llama seemed to have a big gain from it. https://huggingface.co/Joakimpalm-Zen/Qwen3.8-27B-GSQ-RCO-IQ3_S-recovered-GGUF Runner still has a long way to go, i need to do some architectural improvements... But llama had a big gain so there's that. and the bigger one: ISTA-DASLab/Qwen3.8-Flash-Next-GSQ-RCO-GGUF (header is here: https://huggingface.co/Joakimpalm-Zen/Qwen3.8-Flash-Next-MTP-GGUF ) Llama sees some improvements with the MTP header, Strata is still WAYYY faster though. Thought they might be useful for someone else so thought i'd just share, now back to runner!   submitted by   /u/ZenZombie117 [link]   [comments]