今日必看

边缘代理在 Jetson 上跑出 6.4 倍 MLPerf 速度

AI agents are moving from cloud data centers to vehicles, robots, and other edge devices. Unlike a chatbot that answers a single prompt, an agent works through a sequence of steps. It selects tools, evaluates their results, and continues reasoning within an increasingly long conv

先写 Linter 和工具，再写代码

Hometowns：用联系人区号绘制故乡地图

I've always been interested in area codes because we all tend to keep our first phone number and it tells a little bit of your life story. I probably only know 5 area codes that really excite me because I'm familiar with the area, but I've wondered how many others are from areas

LLM 生成代码能否受版权保护？

好代理设计的系统总结

如何把 Claude 标志拟人化

As the title states.

给任意代理接入沙箱、浏览器与 GitHub

Copilot 用尽额度后可申请追加预算

Previously, when a member used all the Copilot AI credits available to them, they were blocked from Copilot features that consume credits. This release adds a flow for them to request more budget the moment they hit the limit. You can approve, adjust, or deny that request without

用智能代理把 CUDA Tile 从 Python 转到 Rust

cuTile Rust () is a tile-based system for safe, idiomatic GPU kernel authoring in the Rust programming language. Extending the Rust ownership model to tile-based GPU kernels, it splits mutable outputs into disjoint pieces and preserves the host-side ownership contract across kern

把 AI 使用量与业务价值连起来

Learn how ChatGPT Work and Codex analytics help teams understand AI usage and spend, identify training needs, and connect adoption to business outcomes.

Automate SSO authorization for classic PATs and SSH keys

Enterprise admins can now automate SSO authorization for existing classic personal access tokens (PATs) and SSH keys for organizations in GitHub Enterprise Cloud, replacing manual per-organization authorization by your developers. If your enterprise has multiple SSO-protected org

Helping older adults use AI in everyday life

OpenAI and AARP are bringing free, hands-on ChatGPT workshops to 1,000 older adults across 10 U.S. cities to build practical AI skills safely.

Dream-RSI: Recursive Self-Improvement through Evolving Worlds

Shared Selective Persistent Memory for Agentic LLM Systems

Agentic LLM systems that generate code through multi-turn tool use face a fundamental context problem: each session starts from zero, discarding the configuration choices, domain constraints, data schemas, and tool-use patterns that made previous sessions productive. Naively pers

Breaking the 1.58-bit Barrier for Ternary LLMs

Glyph: A Multi-Strategy Agentic System for Column Description and Sensitivity-Ontology Tagging of Enterprise Data Catalogs

Enterprise data lakes accumulate tables faster than human stewards can document or classify them, leaving columns with missing descriptions and unassigned governance labels. This documentation debt undermines data discovery, access control, and regulatory compliance. We present G

Mistral X Mozilla: Private, Multilingual AI Browsing

Bypassing inference bottlenecks: Accelerating complex AI search with Retrieve-for-Train

Algorithms & Theory

从概率生成到稳定交付：AIGC专业内容生产的工程化挑战

Renoise AI 上线 Agent × Canvas 多模型视频画布

📌 一句话摘要 作者介绍 Renoise AI 的 Agent × Canvas：把 GPT Image 2.5、Seedance 2.5、Kling、MinMax 等模型整合进同一可视化画布，按量计费、Credits 永不过期，并内置人脸授权与开发者 API。 📝 详细摘要 作者介绍 Renoise AI 新上线的 Agent × Canvas，称其把分散在不同平台的 SOTA 模型（图像侧 GPT Image 2/2.5、香蕉，视频侧 Seedance 2.5、Kling 3.0 Omni、MinMax H3 等）整合进同一可视化画布，创作者无需分别

Google will now let any AI agent run your smart home

Google is inviting third-party agents, including Claude and Open Claw, into Google Home. | Photo by Jennifer Pattison Tuohy / The Verge Google is opening up its smart home to AI agents, letting tools like Claude and Open Claw access and control your connected devices and analyze

[AINews] Jev: a “System One Model” that only decides/classifies/routes/scores — >100x faster, >200x cheaper than small frontier LLMs

AIEi Paris (Sep 23-24) and AIE NYC (Oct 12-14) is >50% sold out, AIE CODE ( Nov 10-12 in SF ) and AIEi Shanghai (Nov 5-6) are next on deck before AIEi Sydney (Dec 7-8 alongside NeurIPS) closes the year! It’s very rare that a new startup launch will make title story, especially on

Hypit：AI 视频变体生成工具

📌 一句话摘要 Hypit 能根据一条视频命令生成多种语言与版本的变体，适用于投流和带货。 📝 详细摘要 搞内容的加持工具，丢一个爆款视频进去，AI 帮你克隆出 100 条变体，做投流/带货的素材消耗型的可以关注下 Hypit：给定一条视频，它让 AI 帮你还原包括画面、字幕、B-roll、特效的完整工作流 每个镜头用什么模型生成、字幕精确到词、B-roll 在哪句词后面插入、特效和音效卡哪个节拍等，全部参数化保存 换个人、换句话、换成自己的产品、换成另一种语言 一条命令，就批量出一堆变体 所有元素锚定到“词”不是“秒，就是所有东西挂在词上，你改台词，字

Go 要从服务器杀进单片机？TinyGo 同时押注 UEFI、Wasm 和无线通信

Can Skills Learned in Games Transfer to Real-World Work?

“Games have always been these underrated educational tools. They’re super approachable. They’re very human.” Those are the words of Alex Duffy , co-founder and CEO of Good Start Labs , who spoke to Latent Space about why his company is turning games into training material for AI

WebGPU Engine Bench: Three.js vs. PlayCanvas vs. Babylon.js

Good luck slowing this down

Hi folks, How tf do I write an intro to the craziness that’s happened since the end of last week?! I got access to Instinct, the personal agent all the VCs are raving about - I think it’s a bit meh? I don’t know if it’s the pro-activeness that people seem to like, but I don’t lov

新豆包手机助手首发体验，智能手机正在变成「行动终端」

九月的手机圈成了全年最激烈的战场，今年 AI 手机悄悄站上了 C 位。有人把 Agent 做进操作系统，有人试图将小程序和服务封装成可调用的能力，也有人干脆从硬件开始，为 Agent 重新设计入口。 刚刚结束的苹果发布会上，新任 CEO 特努斯给 iPhone 提出了一个新的定位： 智能个人中枢（Intelligent Personal Hub）。 在他的设想里，理想的 AI 设备要随时陪伴用户，理解日程、人际关系和日常习惯，能看见、听见周围的世界，也能与其他设备、App 和服务协同。 过去十多年，手机把越来越多的工具装进口袋，却把组织这些工具的工作留给

Best Knowledge Engine Platforms in 2026

Best Knowledge Engine Platforms in 2026

刚刚，Apple Watch 成为了苹果最新的 AI 硬件

曾几何时，Apple Watch 和 AirPods 被苹果定义为「配件」类产品。但在今年，这个苹果面向 AI 转型的关键年，这些产品却扮演了前所未有般更重要的地位。没错，不只是 iPhone，连过去的配件，也要自我进化，成为「AI 硬件」。在刚刚结束的秋季新品发布会上，苹果带来了 Apple Watch S12 与 Ultra 4，以及全新 AirPods 5。 在这一代 Apple Watch 上，苹果将手表定义为一个与用户更加亲密的「个人智能中枢」——甚至比手机还更加亲密。同时，Apple Watch 也成为了「音频智能」(Audio Intell