焦点报道大模型 / IN FOCUSMeta 发布可在 Mac 上运行的开放权重 AI 模型
大模型走向个人电脑。Meta 的新模型让本地运行 AI 成为新的关注点，开放权重也为开发者提供了更多选择。
攻下数学之后，AI 正在走向更广阔的科学世界
从数学问题到科学探索，人工智能的能力边界持续拓展。Wired 关注 AI 参与科学研究的新进展。
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把握技术脉搏，看见变化发生焦点报道大模型 / IN FOCUS
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产业动态
Cal AI 的增长故事：网红营销如何带动 AI 应用破圈
据 TechCrunch 报道，Cal AI 在两年内创造超过 3,000 万美元收入，并于 3 月被 MyFitnessPal 收购，交易金额未披露。
产业动态
体验 Meta Muse 与 Apple HomeView：AI 产品的另一面
This week on “Uncanny Valley,” we dive into an unexpected Muse feature, shadowy spending from the largest pro-AI super PAC, and men’s tendency to lie about how much they know about AI.
产业动态
定向广告被用于投递零点击漏洞与间谍软件
The incident is likely 1st confirmation of mercenary spyware delivered by targeted ads.
研究前沿
联合子空间稀疏注意力：提高长上下文解码效率
arXiv:2610.19026v1 Announce Type: new Abstract: Sparse attention reduces the KV-cache traffic that dominates long-context LLM decoding, but practical methods largely operate at coarse granularity. Token-level selection offers finer control, yet presents two challenges: low-dimensional scoring may lose query--key structure needed for accurate ranking, while gathering scattered selected tokens can offset the resulting…
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联合子空间稀疏注意力：提高长上下文解码效率
arXiv:2610.19026v1 Announce Type: new Abstract: Sparse attention reduces the KV-cache traffic that dominates long-context LLM decoding, but practical methods largely operate at coarse granularity. Token-level selection offers finer control, yet presents two challenges: low-dimensional scoring may lose query--key structure needed for accurate ranking, while gathering scattered selected tokens can offset the resulting…
研究前沿
PMO-Dock：评估分子优化中的对接、特异性与泛化
arXiv:2610.19011v1 Announce Type: new Abstract: The Practical Molecular Optimization (PMO) benchmark standardized evaluation in molecular optimization, but it is built on simple property-based oracles that do not capture structure-based drug design.
研究前沿
让语音智能体遵循流程：向未见监管程序迁移的训练研究
arXiv:2610.18881v1 Announce Type: new Abstract: Voice agents built on large language models (LLMs) now handle customer calls, but in regulated applications completing the task is not enough: the agent must follow a conversational flow set by law.
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