An update on my heretic (uncensored - refusals removed) unsloth dynamic iq4_xs quant clone - I added the strata ready artifacts: This is: the heretic version of Swift 1.5 Qwen 3.8 flash next, (mean KLD 0.06, median 0.02, mean concentrated on drug-related prompts so skewed in that direction) quantized on a per-tensor profile to the unsloth dynamic IQ4_XS quant of Qwen 3.8 flash next quantized with a custom imatrix for agentic work (english, tool use, math, code, reasoning) with the dataset from Ed Addario comes strata ready, with an included zip file with all of the needed strata artifacts (includes mtp head and vision, along with a few other necessary strata files) -- see files ------ the imatrix could be improved a bit and I'm working on it but this is a pretty strong version. closer to the original model than the ISTA version if you have the headroom / want a little higher quality particularly in knowledge and recall. https://huggingface.co/trubisky/Swift-1.5-Qwen-3.8-Flash-Next-Heretic-UD-IQ4_XS   submitted by   /u/jjusko20 [link]   [comments]