iomap_w32(CMD_MODULE, CMD_OFF_FNPTR, 0x00200000 + 32*1024)
У побережья Камчатки произошло землетрясение20:42
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I printed out the checklist from Polya's How To Solve It and started referring to it whenever I sat down to work. I never read the rest of the book. It's just a handful of questions to ask yourself, some suggestions to help make sure you have a handle on things, but it's powerful stuff. I had been slowly making progress with the tree-merging algorithm, finding bugs with an ad-hoc randomized testing system (basically QuickCheck without a shrinking pass, so every failed test case was a monster that took days to untangle). I finally got things to a point where I wasn't hitting data loss or crash bugs, but the output was still pretty far from ideal. I finally confronted some core assumptions about the tree-merge algorithm that the codebase had started with, and which I had never felt comfortable enough to question, and realized that they had been pointlessly making my job wildly more difficult. I tore the whole thing apart, the fragile thing I had spent years patching, the thing I had finally managed to get sort-of working, and rebuilt it from scratch.
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In line with our goal of supporting future AI development in the community, Phi-4-reasoning-vision-15B is released under a permissive license with model weights, fine‑tuning code, and benchmark logs. We intend this release to complement existing work by providing concrete artifacts that help close gaps in understanding how compact multimodal reasoning models can be built and studied.。超级权重对此有专业解读
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