今年最激动人心的 AI 宣言，来自科技圈最不受待见的人

扎克伯格最近开始让 AI 帮自己睡觉了。准确来说，是一个 24 小时待命的个人 AI Agent：它会读取他的睡眠情况，在训练时看着他的动作并给出建议；当扎克伯格脑子里冒出一个新点子，它也可以陪着他快速做出原型。…

• 到了周末，这个 Agent 还有另一份工作。
• 扎克伯格 8 岁的女儿喜欢烘焙，AI 会提前设计好适合一家人的食谱，下单买好材料，等父女俩真正站到厨房里，再在旁边一步步提供建议。
• 图｜高通 这些听起来有点琐碎的生活片段，被扎克伯格写进了 8 月 10 日发布的长文《The Future is for Everyone:…

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我用 161 个新闻源「养」了个 AI 主编，它比我更懂什么叫「大新闻」｜附教程

每天早上醒来，我都会做同一件事：拿起手机，看看昨晚发生了什么。微信里有几十条未读消息，微博热搜已经换了几轮，新闻 App 推送了一长串「重要消息」，再打开几个科技社区，又会看到各种「刚刚发布」「重大更新」。…

• 花十几分钟刷完之后，奇怪的感觉反而出现了： 我好像知道了很多事情，但又说不出今天真正值得关注的是什么。
• 一款手机发布了，一个 AI 模型更新了，一家公司又宣布了新计划。
• 每一条看起来都值得点开，但把它们全部看完，留下来的东西却很少。

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一份数据，多种用途：Spotify 用 RAP 打通分析与在线服务

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从代码生成到研发闭环：AI Coding 在金融科技 SDLC 中的落地实践｜AICon深圳

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Anthropic 评估 AI 风险上升, 暂不公开更强模型；刘炽平：微信将成为 AI 为先的生态系统；全网吐槽《牛来》票房逆袭

2026 世界机器人大会展位图揭晓：8 月 19 日开幕，宇树科技、优必选等参展 8 月 16 日消息，2026 世界机器人大会将于 8 月 19 日至 23 日在北京经济技术开发区北人亦创国际会展中心举行。…

• 近日，2026 世界机器人大会展位图全揭晓。
• 作为大会展览的重要新增空间，智创馆面积达 2 万平方米，拥有更加开阔、通透的展示环境，将进一步提升企业参展和观众观展体验。
• 宇树科技、星海图、优必选、银河通用、自变量、明略科技、维他动力、智身科技、云深处、傅利叶、越疆、仙工、中科慧灵等代表性企业，将带来机器人整机…

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MCP 走向无状态，开发者追问：这不就又变回 API 了吗？

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Cloudflare Computer 发布：让 AI 智能体拥有持久化运行环境

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3 个月烧掉 105 亿，腾讯急了

头图来源：视觉中国 腾讯的 AI 故事，正在进入一个更昂贵的阶段。8 月 12 日，腾讯发布 2026 年第二季度财报。本季度营收 2047.9 亿元，同比增长 11%；Non-IFRS 经营利润 756.…

• 4 亿元，同比增长 9%；Non-IFRS 归母净利润 684 亿元，同比增长 9%。
• 单看数字，这仍然是一份稳健的财报。
• 但把 AI 拆出来之后，腾讯的增长曲线呈现出了明显的分叉：若剔除混元、元宝、CodeBuddy、WorkBuddy、小微等新 AI 产品的收…

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Predictive Memory Localization: Forecasting Selective Intervention Paths from Internal Signals

arXiv:2608.…

• 12892v1 Announce Type: new Abstract: Activation steering turns localiz…
• We introduce Predictive Memory Localization (PML), which treats the me…
• PML separates random-calibrated target movement from semantic-neighbor…

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AI and Consumer Rights in India Working Paper

arXiv:2608.12863v1 Announce Type: new Abstract: As AI systems proliferate in consumer facing applications, questions about liability for AI related harms remain unresolved.…

• This working paper examines whether India's Consumer Protection Act, 2…
• The Act's broad definitions of product liability, harm, and deficiency…
• However, significant gaps remain.

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ReflectFact: Self-Reflective Agents for Improving Comprehension and Reasoning in Multi-Hop Fact Verification

arXiv:2608.…

• 12877v1 Announce Type: new Abstract: Multi-hop fact verification, whic…
• Recent methods primarily rely on multi-agent collaboration to decompos…
• However, these methods face two critical limitations: (1) agents may p…

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Practice Makes Unsafe: Skill Misevolution in Self-Improving LLM Agents

arXiv:2608.12851v1 Announce Type: new Abstract: Self-improving LLM agents convert successful trajectories into persistent cross-task state.…

• An unsafe success can thereby become reusable policy after its trigger…
• Skill evolution makes this failure measurable by distilling operationa…
• Because evolution optimizes task outcomes rather than procedure safety…

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Beyond Retrieval: Query-Conditioned Reuse of Long-Horizon Agent Trajectories

arXiv:2608.…

• 12847v1 Announce Type: new Abstract: Retrieval can identify a past tra…
• We identify this post-retrieval reuse step as a distinct bottleneck fo…
• We instantiate the framework with query-conditioned reuse (QCR), a del…

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当 AI 开始批量写 HTML，WorkBuddy 想解决「生成之后」的问题

头图来源：视觉中国 「人人都应该有一个 AI 工作台」，最近这段时间，网络上掀起了一阵搭建个人工作台的热潮。…

• 先是一位百万级大网红用 WorkBuddy 几句话搭出了一个专属工作台，视频发出后，抖音、小红书的评论区随即变成了「大型交作业现场」—— 有…
• 不少用户在晒完新鲜感之后，很快发现了同一个坑—— 数据只存在本地。
• 在办公室电脑上录的一条待办，回家打开手机，空的；手机上记的一笔账，回到电脑上看，没有。

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CABS+: Efficient and Scalable Model Merging via Conflict-Aware Sparsification and Adaptive Weight Allocation

arXiv:2608.…

• 12842v1 Announce Type: new Abstract: Model merging has recently attrac…
• However, parameter conflicts and knowledge interference across tasks o…
• Prior work introduced Conflict-Aware and Balanced Sparsification (CABS…

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ARAC: Benchmarking Auto-Research's Alignment and Completeness on End-to-End Researchs

arXiv:2608.…

• 12788v1 Announce Type: new Abstract: The rapid advancement of Auto-Res…
• We propose Auto-Research's Alignment and Completeness, ARAC-Bench: a R…
• The framework operates through two synergistic components: the Academi…

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PROVE-RT: Generating Mechanized Theorem Prover Scripts for Real-Time Systems using LLMs

arXiv:2608.…

• 12762v1 Announce Type: new Abstract: Schedulability analysis is essent…
• Mechanized verification in PROSA/ROCQ offers a rigorous alternative, y…
• Recent successes of large language models (LLMs) across a wide range o…

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Correct Is Not Governed: Provenance Integrity in Agentic Workflows

arXiv:2608.12761v1 Announce Type: new Abstract: Agentic workflows are commonly evaluated by whether they reach the correct outcome.…

• That is insufficient in institutional settings, where a correct action…
• We define governed execution as work whose decisions, completion, and …
• We present Matrix, a deterministic causal-state layer that records aut…

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Spatial Memory Agent: Experience-Grounded Procedure Memory for Spatial Intelligence

arXiv:2608.12743v1 Announce Type: new Abstract: Spatial intelligence is becoming a foundation for embodied agents, robotic planning, and multimodal assistants.…

• To improve the spatial reasoning ability of VLM agents, existing work …
• One line uses post-training methods, such as supervised fine-tuning an…
• Another line adopts an agentic paradigm in which the model calls exter…

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Beyond the Best Guess: Improving LLM Solution Coverage with Evolution Strategies

arXiv:2608.12679v1 Announce Type: new Abstract: Large Language Models (LLMs) are increasingly deployed in discovery domains such as math and science.…

• The usual approach is to present the problem to the model and use its …
• However, beyond this best guess, discovery can be enhanced by increasi…
• In a process called pass@k, the model is allowed to explore the soluti…

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The Role of Natural Language Understanding in Multimodal Video-Based Dengue Diagnosis

arXiv:2608.…

• 12677v1 Announce Type: new Abstract: Detecting infection-related behav…
• In this study, a YOLO- and Contrastive Language-Image Pre-training (CL…
• First, YOLO is used to isolate mosquito regions from the background.

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Privacy-Preserving RAG by Concealing Sensitive Information from External LLMs

arXiv:2608.…

• 12675v1 Announce Type: new Abstract: Retrieval-Augmented Generation (R…
• Existing privacy research on RAG has focused on preventing unauthorize…
• However, another important problem that is often overlooked in RAG pri…

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Lines and Ladders: A Context-Aware Multi-Agent Framework for Large-Scale Retail Price Taxonomy

arXiv:2608.12674v1 Announce Type: new Abstract: Maintaining price consistency and executing an Every Day Low Price strategy is critical for global retailers.…

• However, with catalogs spanning millions of active items, manual gover…
• Inconsistent pricing across item variants distorts customer value perc…
• To address this, we present a scalable, context-aware Multi-Agent Fram…

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On the Expressive Power of Transformers

arXiv:2608.12671v1 Announce Type: new Abstract: Multi-layer transformers form the critical component of essentially all large language models (LLMs) in use today.…

• Because of their ubiquity and computational capability, there is a rap…
• In this endeavor, circuit complexity has by and large emerged as the "…
• Here, we present an overview of selected results that delineate the ex…

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