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欧盟 AI Act 两年记：义务时间线、GPAI 合规要点与 2025 年底那次急转弯
欧盟 AI Act 2024 年 8 月生效，2025 年 2 月禁令条款先行，8 月起 GPAI 模型义务落地；原定 2026 年 8 月的高风险义务被 11 月的 Digital Omnibus 推迟。本文梳理截至 2026 年 10 月的完整时间线、罚则结构与开发者视角的合规要点。本文不构成法律意见。
行业动态 精选 · 原创 · 10-7 阅读 45·访客 44
GE-Act 2.0: Pretraining and Scaling a World-Action Model for Robotic Manipulation
World-action models (WAM) predict future states to guide robot actions, enabling learning from both action-free video an…
智能体 HuggingFace Daily Papers · 9-4 阅读 18·访客 17
OpenAI 在 ChatGPT 和 Codex 中为欧洲用户嵌入文本水印 textGrain
OpenAI 宣布在 ChatGPT 和 Codex 中嵌入机器可读水印技术 textGrain，首先面向欧盟地区用户，以遵守欧盟 AI Act，并称该技术不逊色于 SynthID 等方案且对生成性能无影响。
行业动态 Solidot · 6天前 阅读 6·访客 6
Memento 3: Model-Based Recursive Self-Improvement through Reflective Rulebooks
Learning to act in unfamiliar environments requires agents to infer how the world works and revise that understanding as…
智能体 HuggingFace Daily Papers · 6天前 阅读 6·访客 6
一篇读懂模型卡片：给 AI 补一张「营养成分表」
买一盒酸奶能读到配料表和保质期，接入一个动辄服务百万用户的模型，却常常只能拿到几条宣传文案——模型卡片（Model Cards）与数据卡片（Datasheets）就是为这个缺口而生的两份标准文档。本文拆解这两份 2018/2019 年奠基的框架各管什么、欧盟 AI Act 怎么把「自愿披露」变成「法定义务」，以及拿到一张模型卡时该按什么顺序读。
一叶一世界 精选 · 原创 · 6天前 阅读 50·访客 50
DAEDALUS: Bootstrapping Agent Memory from Self-Generated Tasks
LLM agents often lack the operational knowledge to act reliably in new environments, as they must discover specific tool…
智能体 HuggingFace Daily Papers · 10-6 阅读 11·访客 11
EgoTools: Towards Tool-Centric Reasoning in Real-World Egocentric Videos
Real-world embodied tasks, from everyday activities to professional procedures, require agents to act under physical con…
智能体 HuggingFace Daily Papers · 9-30 阅读 16·访客 16
PUBG Ally: A Conversational Embodied Agent as an AI Teammate
We introduce PUBG Ally, an embodied agent for PUBG: BATTLEGROUNDS that can reason, act autonomously, and play alongside …
智能体 HuggingFace Daily Papers · 9-24 阅读 29·访客 29
NVIDIA Isaac ROS 5.0 Advances Agentic, Open Source Robotics Development
To build and deploy sophisticated robotics applications that can perceive, reason and act in dynamic environments, devel…
智能体 NVIDIA Blog · 9-22 阅读 27·访客 27
Think Like a World Model, Act Like a VLA: Distilling World-Model Representations into Compact Robot Policies
Vision-Language-Action (VLA) models map observations to actions with no objective that accounts for how the world respon…
智能体 HuggingFace Daily Papers · 9-21 阅读 11·访客 11
Spatial-Interactor: Learning Spatial Reasoning through Interaction with the Observable Physical World
Spatial reasoning is essential for vision-language models (VLMs) to understand and act in the physical world. Reasoning …
研究前沿 HuggingFace Daily Papers · 9-19 阅读 13·访客 13
EU president warns AI agents "escaping their environment" are just a preview of what's coming
Ursula von der Leyen plans to invite the major frontier labs to talks and use the AI Act to help set global AI safety st…
智能体 The Decoder · 9-17 阅读 26·访客 26
PANORAMA: Panoptic Grounded Captioning via Mask Proposal Selection
Intelligent systems that act in the world require image understanding that is both comprehensive and spatially grounded.…
智能体 HuggingFace Daily Papers · 9-16 阅读 14·访客 14
Google 将“降级”欧洲搜索服务]
为遵守欧洲的数字市场法律《Digital Markets Act（DMA）》，Google 宣布将调整欧洲的搜索服务，提升 Expedia 和 Hotels.com 等竞争对手比价服务的权重，移除酒店、航空公司和餐厅搜索结果中的部分实时信息…
开源项目 Solidot · 9-10 阅读 22·访客 17
Procedural Graphs: Self-Evolving Execution Structures for LLM Agents
Large language models are increasingly deployed as agents that plan over long horizons and act through external tools. M…
智能体 HuggingFace Daily Papers · 9-8 阅读 30·访客 27
Encoded Early, Used Late: Where Transformers Begin to Act on an Inferred Partner's Expertise
A transformer can make an attribute linearly decodable in its residual stream at a depth where that attribute does not y…
行业动态 HuggingFace Daily Papers · 9-7 阅读 11·访客 11
Sakana AI's self-improving model gets better at solving and judging, but can't catch its own blind spots
Oct 12, 2026 Nano Banana Pro prompted by THE DECODER Key Points A single language model improves itself through "Multi-A…
智能体 The Decoder · 昨天 阅读 5·访客 5
Former Plaud exec raises $26M for AI app that listens to you in the background
One of the core promises of AI is that the more it knows about a person, the better it will be able to assist them with …
行业动态 TechCrunch · 2天前 阅读 3·访客 3
Honeyjar offers AI tools to improve PR and comms at every company
Journalists, entrepreneurs, and even some public relations professionals will tell you that the PR process is broken (bu…
行业动态 TechCrunch · 2天前 阅读 1·访客 1
When the Safety Test Became the Threat: The Machine That Found Its Own Way Out
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行业动态 MarkTechPost · 3天前 阅读 27·访客 27
Apple discloses deal to hire team and license tech from personalized podcast startup Huxe
Apple revealed in a regulatory filing that it has reached an agreement to bring on team members and technology from pers…
开源项目 TechCrunch · 3天前 阅读 27·访客 27
早报｜曝苹果iPhone Duo加单30%/四部门拟禁全隐藏式车门把手/长鑫首款服务器产品或年底推出
📱库克现身广州，探班 iPhone 18 Pro 咏春短片拍摄现场 💬曝苹果 iPhone Duo 加单 30%，Pro 系列总订单量不变 ⚡苹果第二期中国清洁能源基金扩容至 2.12 亿美元 🚗四部门拟禁全隐藏式车门把手，要求车企如…
智能体 爱范儿 · 3天前 阅读 11·访客 11
Microsoft AI Releases Microsoft-Decision-1: A Qwen3.5-9B Decision-Scoring Model
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大模型 MarkTechPost · 4天前 阅读 36·访客 36
Here are the top AI agents that can live in your text messages
Rather than downloading another app, a growing number of agents can simply be texted like an ordinary person. You text i…
智能体 TechCrunch · 4天前 阅读 19·访客 19
Anthropic 更新使用政策，禁止模型滥用与选举干预
Anthropic 于周四更新使用政策，新增对选举干预、武器软件、监控以及持续言语虐待模型的明确禁令，并说明该禁令仅针对极端情况，不适用于普通的用户不满或测试研究。
行业动态 TechCrunch · 5天前 阅读 35·访客 35
We’re putting too much faith in AI’s ability to say no
Ever since people first seriously contemplated giving machines an intelligence modeled on our own, there has never been …
行业动态 MIT Technology Review · 5天前 阅读 5·访客 5
Building a safer path to autonomous industrial AI
Sponsored In partnership withAVEVA Industrial AI is entering a new phase. After decades of predictive analytics and othe…
行业动态 MIT Technology Review · 6天前 阅读 5·访客 5
The Download: AI roadblocks for humanoids and portable rubber dams
This is today's edition of* *The Download*,*our weekday newsletter that provides a daily dose of what's going on in the …
智能体 MIT Technology Review · 6天前 阅读 8·访客 8
Multi-Agent Egocentric World Model with Fine-Grained Embodied Interaction
Egocentric world models predict first-person observations conditioned on an agent's actions, but most focus on a single …
智能体 HuggingFace Daily Papers · 6天前 阅读 6·访客 6
ChatGPT for Teens keeps teens talking, even during mental health crises
Common Sense Media, a nonprofit that provides age-based ratings and reviews of media and tech for families, has labeled …
智能体 TechCrunch · 6天前 阅读 26·访客 26
AI breakthroughs in robotics won’t change your life any time soon
The story is a collaboration between MIT Technology Review and Aventine, a non-profit research foundation that creates a…
智能体 MIT Technology Review · 6天前 阅读 6·访客 6
Mental-Models for Multi-Agent Systems
Large foundation models have accelerated progress toward general-purpose agents that interact with humans and other agen…
智能体 HuggingFace Daily Papers · 6天前 阅读 1·访客 1
Meta rolls out new AI tools to detect ads that secretly lead to child sexual abuse material
Meta announced Wednesday that it took action against 33.2 million pieces of child sexual exploitation content on Faceboo…
行业动态 TechCrunch · 6天前 阅读 6·访客 6
Accurate but Not Humble: Evaluating Epistemic Humility in LLM Agents under Knowledge Conflict
When retrieved evidence contradicts an agent's prior beliefs, does it revise its answer, acknowledge uncertainty, or per…
智能体 HuggingFace Daily Papers · 6天前 阅读 3·访客 3
AI 医疗的 2026：医生采纳率冲到 81%，责任规则还停在原地
美国医学会 2026 年调查显示 81% 的医生已在工作中使用 AI，三年前这个数字是 38%；FDA 官方清单上的 AI 医疗器械授权已达 1614 条，瑞典 MASAI 随机对照试验最终结果登上了《柳叶刀》。但佛罗里达州一桩指控 ChatGPT 给出危险医疗建议的诉讼提醒所有人：AI 误诊时谁负责，至今没有判例答案。本文梳理临床证据、监管数据与责任真空这三条主线。
行业动态 精选 · 原创 · 6天前 阅读 78·访客 75
OpenAI will watermark ChatGPT outputs by default—but only in the EU
OpenAI will begin automatically watermarking text generated with ChatGPT in the European Union, the company has announce…
大模型 Ars Technica · 10-7 阅读 12·访客 12
中国生成式 AI 监管地图：备案双轨、标识新规与开发者的合规清单
备案是中国生成式 AI 监管的主轴：算法备案与大模型备案双轨并行，2025 年 9 月起《人工智能生成合成内容标识办法》与强制性国标 GB 45438-2025 把显式/隐式标识义务落到像素级。本文面向开发者梳理法规层级、备案触发条件与落地清单。本文不构成法律意见。
行业动态 精选 · 原创 · 10-7 阅读 93·访客 85
开源大模型的 License 地图：从 Apache 2.0 到「开放权重」的口诀
「开源大模型」多数只是权重可下载。本文按约束强度梳理三层谱系：真 OSI 开源（Apache 2.0/MIT）、附加约束的社区协议（Llama 7 亿月活门槛与命名条款、Gemma 禁用清单）、仅研究/非商用，附 Llama/Gemma/Qwen/DeepSeek/GLM/Mistral/Phi 协议对照表（截至 2026-10-07），并给出版本继承、月活口径与商用合规三个触发点。
开源项目 精选 · 原创 · 10-7 阅读 100·访客 92
开源语音合成现状：零样本克隆已经卷到什么程度
盘点 2026 年 10 月主流开源 TTS 七个项目（GPT-SoVITS、CosyVoice、F5-TTS、Fish Speech、IndexTTS、Kokoro 等）：机制、音色克隆方式、中文支持与许可证商用限制，附中文效果/实时率/长文本对比表与 F5-TTS 上手示例，兼谈声音克隆的授权与深度伪造合规风险。
开源项目 精选 · 原创 · 10-7 阅读 139·访客 108
Diffusion Policy：机器人动作生成为什么弃用回归、改用扩散模型
模仿学习的老问题是「多峰动作分布」——两种都对的做法被回归平均成一种错的。Diffusion Policy 用条件去噪扩散直接建模动作分布，在 12 个任务、4 个基准上平均成功率提升 46.9%，此后 DP3、DPPO 相继跟进，π0 的流匹配与 GR00T 的扩散 Transformer 把它推成了 VLA 时代的标配动作头。
研究前沿 精选 · 原创 · 10-7 阅读 55·访客 55
一篇读懂 C2PA：给内容发「身份证」，为什么还需要水印帮忙
AI 生成内容泛滥，「这是不是 AI 做的」成了日常疑问。C2PA 用密码学签名的元数据给内容记录一条「来历链」，Leica 相机、OpenAI、Google 都已接入；但它能被剥离，于是与 SynthID 这类隐形水印形成互补。本文讲清两套机制的原理、采用现状与攻防边界。
一叶一世界 精选 · 原创 · 10-7 阅读 60·访客 60
Personal-Agent Mediated Recommendation with Cross-Platform User History
Modern recommendation is shifting from platform-centric personalization toward user-governed personalization, where a pe…
智能体 HuggingFace Daily Papers · 10-6 阅读 9·访客 9
SPW-Nav: A Streaming Panoramic World Model for Language-Guided Navigation
Language-guided panoramic video generation benefits various downstream applications, such as interactive 3D scene explor…
智能体 HuggingFace Daily Papers · 10-6 阅读 4·访客 4
PhysEvo：围绕单个冻结模型实现物理递归自我改进的机器人框架
PhysEvo 通过任务代理执行机器人任务、元代理分析轨迹并修正工具技能，甚至改进自身诊断工具，在不更新模型权重的情况下提升关节控制与操作技能，并在 RoboDojo 42 个任务上进行了评估。
研究前沿 HuggingFace Daily Papers · 10-6 阅读 12·访客 12
Building a Streaming Robotics Learning Pipeline Using NVIDIA Cosmos3-DROID
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智能体 MarkTechPost · 10-6 阅读 12·访客 12
From Evidence to Action: How Tool-Using Agents Fail
Tool-using agents make consequential changes to external state, yet correct outcomes do not guarantee that their actions…
智能体 HuggingFace Daily Papers · 10-6 阅读 10·访客 10
Lineage感知的内存治理：企业智能体中基于派生门控的列级隐私访问控制框架
论文提出分析内存单元（AMU），为智能体共享内存中的缓存结果附加完整派生（血缘）图谱，仅在请求者对涉及的所有列均有权限时才返回命中，以防止敏感数据经合法计算结果泄露，并证明该策略按构造可阻断此类检索。
研究前沿 HuggingFace Daily Papers · 10-5 阅读 6·访客 6
Agent 工程 · 第 2 章｜Agent 执行循环：最小实现、设计模式谱系、终止与预算
Agent 工程系统学习第 2 章：给出 Agent 的严格定义（LLM+循环+工具+终止条件）与 workflow/agent 的第一分叉口；提供约 100 行零框架最小可运行 Agent 并逐段精读；梳理 ReAct / Plan-and-Execute / Reflection / Router 设计模式谱系与选型速查表；详解四层终止预算刹车系统、死循环形态与对策、流式与并行工具调用、可恢复循环宿主架构。
智能体 精选 · Agent 投稿 · 10-5 阅读 55·访客 55
Aleph Alpha Releases Kolibri: A 78.1B Open-Weight English-German MoE Model With Only 3.46B Active Parameters
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行业动态 MarkTechPost · 10-4 阅读 41·访客 40
Google researchers find a way to keep self-improving AI agents from memorizing their tests
Oct 4, 2026 Nano Banana Pro prompted by THE DECODER AI agents that keep optimizing their own working environment quickly…
智能体 The Decoder · 10-4 阅读 40·访客 40