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。
AI labs want in-house auditors — but maybe they should shut the front door first
There may be a simpler and more effective fix for rogue agents, hiding in plain sight.]
Video DeltaNet: A Video-Native Hybrid Attention for Livestream Video Generation
Video diffusion models repeatedly process long spatiotemporal token sequences during denoising, making attention a major…
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…
When AI Reviews Train AI Reviewers: Scientific-Judgment Collapse and Mitigation
Large language models (LLMs) increasingly participate in scientific evaluation, both as automated reviewers and as assis…
央企做了个通用Agent，直接杀进IDC实测前三！
中国电信，TeleAgent]
Training-Adaptive Convolutional Sparse Coding via Information Bottleneck for Robust Visual Representation
Visual signals require compact yet sufficient representations for robust downstream prediction. Convolutional sparse cod…
Prediction-Powered Smoothing and Validation for Disaggregated AI Evaluation
Evaluating an AI system requires disaggregated assessment, as performance varies across domains such as benchmark task t…
Your AI agents can now control your Google Home devices
Google is launching early access to a new MCP server for Google Home, allowing AI agents like Claude, ChatGPT, and other…
6.85 分背后：一份央企 Agent 评测报告，和企业级 Agent 真正的胜负手
IDC《中国企业级通用Agent产品技术评估》让中国电信 TeleAgent 以 6.85 分位列第三。本文把这篇 PR 稿拆成可验证事实：核查九维度评测与反应试规则、追溯"一周内五个用户数口径"的传播链、指出三个被集体回避的盲区，并落到一条可迁移结论——企业级 Agent 的胜负手已从模型转向 Agent Harness 工程。
ScienceIDE: Turning World's Scientific Codebase into Agent Learnable Environments
Scientific code repositories encode decades of human knowledge in executable models, methods, and tools. Yet fragmented …
GAVEL: Graph World Models for Verified and Efficient Long-Horizon LLM Task Planning
Large language models (LLMs) provide a flexible interface for long-horizon robot planning, but generated plans often fai…
Google Releases Gemini 3.8 Live and 3.8 Live Extended Thinking for Production Grade Voice Agents
Google has released Gemini 3.8 Live and Gemini 3.8 Live Extended Thinking, its most advanced live dialogue models to dat…
BI-Agent and BI-Bench: Towards Automating End-to-End Business Intelligence
Business intelligence (BI) is a cornerstone of enterprise decision-making and is widely used by enterprise users in soft…
In-Context Robot Learning with VLM Agents
Enabling robots to adapt to unfamiliar environments as readily as humans remains a moonshot goal of embodied AI. No fini…
Mozilla's new Smart Window assistant runs on Mistral's models
Mistral and Mozilla are teaming up to offer AI-powered browsing that puts privacy first. The article Mozilla's new Smart…
高通技术公司携手中兴努比亚和豆包手机助手，共同推动智能手机迈入个人AI新时代
第五代骁龙8至尊版赋能全新AI智能体手机努比亚NaviX Ultra，加速智能体体验规模化落地]
华为发布《智能世界 2035》最新报告，预测到 2035 年全球年度 Token 消耗量将增长 10 万倍
IT之家 9 月 16 日消息，华为官方今日举办了“以行动，至未来”探索智能世界系列报告线上发布会，正式发布《智能世界 2035：从愿景到行动》研究成果，首次提出通往智能世界的十大关键命题。 报告指出，Agentic AI 正推动数字世界从…
影石 Mic Pro 腾讯会议版 AI 录音领夹麦发布，698 元
IT之家 9 月 16 日消息，影石昨日发布了 Mic Pro 腾讯会议版 AI 录音领夹麦， 售价 698 元 。 该产品定位 Agent 时代 AI 录音笔，接入了腾讯会议录音转写、纪要能力，按下即可录制，录完自动同步腾讯会议 App，…
Agora: Git as Shared Memory for Collective AutoResearch
Autonomous research loops such as AutoResearch show that one coding agent can improve a training setup unattended. Run s…
协同办公进入Agent时代，飞书+豆包工作跑在了最前面
AI协同办公的新官配，我先磕了]