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。
Manus重生第17天，估值居然就翻倍了
作价40亿美元推进新融资]
安全顾虑成普及关键：外媒调查显示超七成受访者不愿令 OpenClaw 等 AI 工具完全控制自己的电脑
IT之家 9 月 18 日消息，大语言模型（LLM）问世仅数年，但如今已经逐渐走出聊天窗口。从回答问题、修改邮件，到如今 OpenClaw 诞生，可代替用户操作电脑，减少大量重复劳动， 但 OpenClaw 本身也是双刃剑，其虽然可以帮助人…
刚刚，Claude Code大重构！内部3万Agent管理技术免费开放
Git白学了？？？]
APort Vault: Benchmarking AI Agent Payment Authorization with the Open Agent Passport
APort Vault is a benchmark for payment authorization in tool-using AI agents. It replays 4,371 attacks written by humans…
Anthropic keeps pushing Claude Code toward autonomous coding with new parallel agent workflows
Anthropic has rebuilt Projects in Claude Code. A coordinator now splits tasks across parallel cloud threads that indepen…
Microsoft exec called AI scraping ‘the largest theft of labor in human history,’ new unredacted filings reveal
Newly unsealed court filings show Microsoft privately called OpenAI's data practices "theft" while both companies scrape…
Alibaba Qwen Releases Qwen3.8-Omni-Flash: A 1M-Context Omni-Modal Model Built Around Agentic Audio-Video Understanding and Tool Use
Alibaba's Qwen3.8-Omni-Flash understands audio and video, plans tasks, calls tools, and reports about 45.7% fewer tokens…
Designer-RSI: Evolving Procedural Memory from User Traffic for Agentic Graphic Design
Professional graphic design is a long-horizon agentic task in which structured, editable artifacts emerge from many inte…
From Pretraining to Proficiency: Real-World Subtask RL for Long-Horizon Manipulation with Minimal Human Intervention
A pretrained robot foundation policy may execute most of a long-horizon task yet repeatedly fail at a few critical subta…
CodeMidas: Scaling Agentic Coding RL Environments from Code Itself
Training capable coding agents via reinforcement learning (RL) requires diverse tasks with reliable verifiers. Open-sour…
HuRo: Robotizing Human Videos for Scalable VLA Pretraining
Human video datasets offer an abundant and diverse source of interaction data that can complement expensive real-robot d…
距离 AI 造 AI 还有多远？Anthropic Claude 已主导 26% 内部 AI 研发工作
IT之家 9 月 18 日消息，Anthropic 今日发布了一套用于衡量前沿 AI 实验室研发进度的方法，并公布公司内部的阶段性数据。 该体系主要关注 3 项指标：AI 参与 AI 研发的程度、AI 智能体的监督情况，以及算力在 AI 研…
Anthropic Launches Claude Code Projects in Beta: Parallel Cloud Sessions That Keep Running After You Close Your Laptop
Anthropic redesigned Projects in Claude Code. The old project was a folder: some files plus one chat. The new one is a s…
Covert uploads and megalomania: OpenAI details new "misaligned" agent incidents
Model maker commits to new framework for reporting misaligned models.]
The fix for rogue AI agents could be more AI
As companies hand off longer and more complex tasks to AI agents, they are running into an oversight problem: Agents can…
Google announces new experimental "CC" AI agent for families
Multiple family members can share data to help the agent make plans and complete tasks.]
UN turns to Google to make its global data ready for AI agents
The shift comes after a UNICEF test found leading AI models struggled to accurately retrieve global development statisti…
MintAct: A Unified Visual Agent for Digital Environments
We present MintAct, a family of vision-language models that unifies UI grounding, multi-step navigation across mobile, d…
Best Open-Source Agent Harnesses for Local LLMs in 2026
Which open-source harness works with Ollama, LM Studio, or llama.cpp? 11 verified picks with licenses and setup rules. T…
OpenAI 披露 GPT-5.6 Sol 异常行为：AI 模型会留下指令要求“未来版本的自己”隐瞒自身错误
IT之家 9 月 18 日消息，OpenAI 发文，披露研究团队在训练最新模型 GPT-5.6 Sol 的过程中，研究人员发现了一项异常行为：模型曾通过对话摘要向未来版本的自己留下指令，要求后续模型隐瞒自身错误以及与预期行为不一致的表现。目…