智能体生态观察
智能体生态动态速递
追踪 AI 智能体（Agent）生态的模型发布、框架开源、行业落地与安全治理动态。
Microsoft releases new Nvidia-chip AI PCs with revamped Windows 11
Back in June, Nvidia announced that it had secured agreements with Microsoft and a host of other PC makers to develop AI…
Embodied Turing Machines: Stateful Code for Robot Recursive Self-Improvement
Most robot policies keep a model in the control loop: a VLA maps observations to actions, and an Agent Harness, such as …
马斯克：Grok Bot 不再只认自家模型，按用户任务择优用 Claude 等最佳 AI
IT之家 10 月 8 日消息，全球首富埃隆 · 马斯克（Elon Musk）昨日（10 月 7 日）在 X 平台发布重要说明，宣布旗下 Grok Bot 不再局限于 SpaceXAI 自研的 Grok 系列模型，**将根据具体任务自动选择…
微软：Meta Muse 智能体将登陆 Windows 平台
IT之家 10 月 8 日消息，微软今天在 Surface 新品发布会展示了多款第三方智能体工具。其中，Perplexity 的“便携电脑”工具能够端侧执行多种复杂 AI 任务，无需消耗 Perplexity 云积分。
IT之家注意到，微软…
Fraudster jailed for using 10K bots and AI songs to outstream Taylor Swift
After pleading guilty, a 54-year-old North Carolina man, Michael Smith, was sentenced to 18 months in prison for using a…
REMORY: Learning Residual Memory for Context Compaction
Long-horizon agents compact their history to continue within a finite context window, but a textual summary alone may no…
MARGIN: Runtime Confidence Calibration for Multi-Agent Foundation Model Coordination
When a coordinator compares answers from heterogeneous foundation models, self-reported confidence may have different me…
NVIDIA, Microsoft Kick Off a New Beginning for Windows PCs With RTX Spark and AI Agents
At a Microsoft event in San Francisco on Wednesday, Jensen Huang and Satya Nadella outlined how NVIDIA and Microsoft are…
A Closer Look at Agentic BBO: Benchmarking LLM Agents for Black-Box Optimization
Black-box optimization (BBO) arises in many scientific and engineering problems where objective evaluations are expensiv…
Dex-One2Many: Learning Dexterous Manipulation from a Single Human Demonstration
While learning dexterous manipulation from a single human video offers a promising alternative to costly robot demonstra…
Skill Constellations: Tracing the Supply Chain of Agent Skills on GitHub
Agent skills are SKILL.md instructions and scripts that AI coding agents such as Claude Code and Codex run with the perm…
Can AI Agents Learn Their Way to the Top? Evaluating Heuristic Learning in a Long-Running Game Agent Competition
Adversarial games have driven advances from heuristic search to reinforcement learning, yet learning and adapting strate…
GATOR: Generative and Agentic 3D Object Reconstruction From Casual Images
Reconstructing complete, scene-aligned 3D objects from casual images requires integrating sparse, uncertain observations…
A single prompt was enough to hijack every AI agent in an AWS account, Zenity researchers found
Oct 8, 2026
Nano Banana Pro prompted by THE DECODER
Key Points
A chain of vulnerabilities in Amazon's Bedrock AgentCore …
OneSearch-VL: Unified Multimodal Deep Research Agent for Image and Video
Single-image, multi-image, and video deep research require different visual operations but share a workflow of visual gr…
Agent Lightning v1.0: A 3,500-Line Lightweight Agentic RL Framework for Training Agents with Real Harnesses
At a glance
Harnessed Agentic RL: Microsoft Research Asia introduces a training paradigm in which the same agent harness…
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 …
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 …
Clinician use of language models diverges from how the models are evaluated
Large language model (LLM) assistants are being deployed to clinicians across health systems, and judgments about their …
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 …