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AI基建催生“算力金属”热潮，供给端“硬约束”成为核心逻辑
AI基建需求引爆“算力金属”热潮，供给端硬约束成投资新逻辑
随着全球人工智能（AI）竞赛持续升温，围绕算力基建展开的新一轮投资浪潮正席卷全球。从海外科技巨头持续加码数据中心，到国内“东数西算”工程加速推进，再到AI服务器、光模块及先进封装需求爆发，一批原本相对小众的金属品种正在迎来价值重估。今年以来，被市场冠以“算力金属”概念的铜、锡、铟、锗、镓等品种集体走…
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You Can't Prompt Your Way Out of a Hard Constraint
用X平台字符限制实例，揭露LLM无法仅靠提示词绕过硬约束，给开发者敲响警钟。
Thursday morning I removed five nodes from my content pipeline. By lunch I understood something about building with language models that eleven failed…
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CAffNet: Hard Constraint-Affine Neural Networks
硬约束仿射神经网络新架构，精准建模复杂物理约束，提升模型可解释性与泛化能力。
arXiv:2605.24437v1 Announce Type: new Abstract: We present a novel framework for embedding hard constraint satisfaction into neural network (NN) archi…