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。
Multilinguality in Hybrid Attention LLMs
In response to the growing demand for long sequences in agentic and reasoning use cases, many state-of-the-art LLMs comb…
Can Muse overcome Meta’s trust issues?
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Meta’s new AI agent Muse took the spotlight at the company’s annual Connect e…
AI 初创公司 Instinct 完成 10 亿美元融资，投后估值达 100 亿美元
IT之家 9 月 28 日消息，据路透社今天报道，人工智能初创公司 Instinct 现已完成 10 亿美元（IT之家注：现汇率约合 67.19 亿元人民币）融资，**投后估值达到 100 亿美元****（现汇率约合 671.95 亿元人民…
Learning Native Reflection in Unified Models with Interleaved Reinforcement Learning
Unified multimodal models can both look at and render images, so in principle they can repair their own generations: dia…
DroneWAM: Efficient World Action Model for Drone Visual Navigation
World-action models give visual navigation agents a way to anticipate how candidate actions will change future observati…
AI Coding Agents for Enterprise: IP Indemnity, Data Residency and 500-Seat Cost Compared
Our ‘Top AI Coding Agents and Development Platforms‘ guide covered what each AI coding agent does and where it fits. Thi…
AI agents do more of the work in model development, but humans still make the decisions
Sep 27, 2026
Nano Banana Pro prompted by THE DECODER
A research team documented how humans and AI agents worked together…
Supersonic Labs Releases Julia 1: A 144.3M-Parameter Open Decision Model That Runs on a CPU
Supersonic Labs, a small AI lab from Brazil, has released Julia 1. It is a compact decision model, not a chatbot. You pa…
DataMagic: Authoring Data Videos through Declarative Multi-Agent Orchestration
Data videos communicate data insights through dynamic charts, voice narration, and synchronized animations, and have bec…
Former Ukrainian Defense Minister Fedorov pitches a private-sector robot army
Sep 26, 2026
Drones now account for more than 95 percent of all target engagements, according to former Ukrainian Defens…
Researchers plug GPT-6 Astra directly into a robot and let it clean up an unfamiliar kitchen
Sep 27, 2026
Researchers from Stanford and Caltech have built HomeBody,** a system that lets a Unitree G1 robot autonomo…
Recursive Harness Distillation across Agents for Robot Manipulation
A central goal in robotics is to enable manipulation across changing tasks and environments. Vision-language-action (VLA…
KernelZero: Co-Evolving Proposer and Coder for Continuously Improved GPU Kernel Generation
High-performance GPU kernels are essential to modern machine learning systems, yet automatically generating kernels that…
QwenGyre: An Elastic Reinforcement Learning Framework for Training xLong-Horizon Agents
Large language model (LLM) agents increasingly undertake extreme-long (xlong) horizon tasks, where a single execution ca…
WideSWE: Can Coding Agents Coordinate Changes Across Repositories?
Coding-agent evaluation has progressed from resolving individual issues to carrying out long-horizon development, yet ta…
Relic: From Multi-Agent Collaboration to Persistent Organizational Capability
Multiple agents may often conflict in an organization: for example, one coding agent changes an interface in a repositor…
华硕：英伟达 RTX Spark 款 ProArt 创 16 创作本 10 月 8 日登场
IT之家 9 月 26 日消息，华硕 (ASUS) 近日宣布，**其基于 NVIDIA（英伟达）RTX Spark N1X 超级芯片的 ProArt 创 16 (P16) 创作笔记本电脑将于 10 月 8 日登场**。
该设备号称“全球首款…
Meta’s AI Tamagotchi bet is…working?
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When AI leaders at OpenAI and Anthropic started talking about “pacing the frontier,” maybe someone s…
Nvidia's SoL-Pi system cuts coding agent token usage nearly in half by optimizing the harness
Sep 26, 2026
Nano Banana Pro prompted by THE DECODER
A new Nvidia paper describes a system that automatically optimizes …
Microsoft gives Copilot another makeover, adding an Autopilot agent and usage-based billing
Sep 25, 2026
GPT-Image-2 prompted by THE DECODER
Microsoft is launching a Copilot agent built on OpenClaw that the compa…