Hello everyone! I am pleased to finally release an incredibly long experiment that seems to have yielded solid results! As teased last week, using a geometry guided weight merge, I was able to restore the thinking stability of Qwopus v2, and merge it with the curriculum training delta of Qwopus coder! While Qwopus coder without thinking is still probably my favorite model, I like to use it as an executor to a larger orchestration model, it is incredibly fast and will do pretty much anything you throw at it with thorough guidance. But what if you want the whole package, the creative problem solving of Qwopus v2 with the tight execution of Qwopus coder? No planning model sitting above it? This is the ticket! As you can see in the long winded model card, I ran this thing for weeks doing various agentic loops in Claude code, and it would carry everything to the end and always yielded a working result. Which I thought was impressive as Qwopus coder with thinking enabled would’ve gotten lost, and doing this in the coder without thinking would’ve probably worked but would’ve missed a lot of the feature nuance and creativity without being directly told to implement. This gives you a solid comprehensive stack, and it runs at 100 tps on a single 5090 with MTP! An interesting happy accident, is that somehow the resulting merged model is more temp stable than either base, it doesn’t seem to loop even ran down at temp 0.3, but in my testing it still seems to be more creative and performant at temp .85-1 as usual. However, if your harness forces a lower temp, it won’t be the end of the world with this model! Anyways, this is a research proof of the custom geometry guided weight merge, and I’m elated to see how much control i can impose with it; it opens up a lot for future iterations as we can effectively modify, by delta, different portions of the weights without breaking another portion! I really recommend giving the card a read because I had a blast putting it together and the theory is fun! Please let me know how it does for you, it’s still definitely a research preview, but I’ve been hitting it hard for weeks and have not been able to find any glaring issues, it seems to be rock stable for agentic work in a fine tune! As always I made a very different kind of game with it, called “orbital” it’s very hard to play and unconventional, but it’s quite aesthetically pleasing. The creativity of the concept is kind of a flex of the thinking capability, the gameplay is very original, with continued refining it could be awesome and unique, which is sometimes hard to get from a smaller local model without explicitly asking for it! Blessed as always to be here with you all! Please hit me with all of your wins and critiques in the comments below! I will try to respond to everyone! Keep shipping legends! Also, Jackrong has some really awesome stuff coming out in the next few days for the 9B and under folks, will be launching them here, so stay tuned! huggingface.co/KyleHessling1…