The most notorious Iraqi exile, failed former banker Ahmad Chalabi, boasted to his neoconservative allies that his return to Baghdad would be welcomed by cheering throngs. Among his competition was a former doctor named Ayad Allawi, who was backed by Britain’s MI6 and the Central Intelligence Agency in his bid for support to rule Iraq.
With the closure of the HuggingFace LLM leaderboard, and no access to powerful GPUs, I stopped running experiments. But with the flood of new Open Source models (Qwen, MiniMax, GLM, and more), and finally having just enough compute at home, I have started working on the current batch of LLMs. The heatmaps keep coming back with the same general story, but every architecture has its own neuroanatomy. The brains are different. The principle is the same. And some models are looking really interesting (Qwen3.5 27B in particular). I will release the code along with uploading new RYS models and a blog post once my Hopper-system finishes grinding on MiniMax M2.5.
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