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教程 / 实战普通
My agent met the real web. 403s, challenges, and the coming tollbooth.
200 real URLs, one vanilla agent, zero challenge solving — 82.5% readable, 72 hosts blocking every AI crawler, zero x402 yet, and one site running a declared paywall with the gate up.
信息来源:DEV Community
论文研究精选
Zenity 披露 AgentCore 漏洞链:一个公开 AI Agent 可控制同账户同区域所有 Agent
Zenity Labs 发现 AWS Bedrock AgentCore 的漏洞链“AgentCorruption”,只需对一个公开 Agent 发送一条提示词,即可窃取凭证并接管同 AWS 账户和区域内所有 Agent,读取私有对话、下载源代码并篡改长期记忆。
信息来源:The Decoder:AI News(RSS)
教程 / 实战普通
I run a one-person game studio on Claude Code. Two months, 7 games, about $1 in ad revenue.
15 subagents, one producer, and the rules I had to write after things went wrong.
信息来源:DEV Community · Claude
教程 / 实战普通
GPT-2 is the transformer plus five decisions, and inference is a different program
Originally published at cchinchilla.dev. Part 6 of From code to weights, a 12-part series on ML...
信息来源:DEV Community · GPT
观点 / 方法普通
腾讯元宝上线医疗健康问答:拍照解读体检报告、药品说明书
腾讯元宝推出AI健康助手功能,支持用户通过拍照或语音提问,解读体检报告指标、药品说明书用法用量及保健品成分表。该功能接入中国医药信息平台、腾讯医典、有来医生、医脉通、药智网等专业信源,官方提示AI检索的健康信息仅供参考,具体诊疗请以医生建议为准。
信息来源:公众号:腾讯元宝
模型发布 / 更新普通
Nathan Lambert 谈开放模型与安全平衡
韩国银行被黑事件正好印证了这一点。是的,开放模型正被一些攻击者加以利用,但只要 Claude Code 能充当黑客攻击的编排者,我们就迫切需要开放模型来同样扩散防御能力。这对社会来说是一个难以接受的艰难平衡,但却是必要的。
信息来源:X:Nathan Lambert (@natolambert) · Claude
观点 / 方法普通
Ethan Mollick:组织是一种狭义超级智能,AI 尚未带来科研与经济影响
Ethan Mollick 认为组织本身就是一种狭义超级智能,大学或 Walmart 能完成个人做不到的事,且常依赖无人明确设计的复杂流程。他进一步指出,未能深入思考 AI 如何与现有组织超级智能协同,是 AI 能力虽高却尚未对科学发现或经济生产率产生重大影响的重要原因。
信息来源:X:Ethan Mollick (@emollick)
教程 / 实战普通
IBM 如何将 Spyre 打造为原生 PyTorch 设备
IBM 通过 torch-spyre 将 Spyre 接入 PyTorch 的 device、allocator、stream 与编译器抽象,使其成为原生 PyTorch 设备。
信息来源:PyTorch:Blog(RSS)
教程 / 实战普通
EU AI Transparency Rules Take Effect in 2026: What Businesses Must Disclose
The EU AI Act will introduce new transparency duties for businesses that provide or deploy certain AI...
信息来源:DEV Community
产品发布 / 更新普通
腾讯 WorkBuddy 上新独立文件浏览器,作者实测改文件不产生副本并可顺手沉淀知识库
腾讯 WorkBuddy 上新独立文件浏览器,右键本地文件即可打开,左文件右 AI 对话。支持多标签页且每个文件对话独立,Office 文件可人机双写直接存回原文件不产生副本,Markdown 实时渲染并支持圈选段落让 AI 翻译或改写后追加,HTML 可看可改,小程序版打开 .md 和 .html 文件不扣积分,对话才扣。
信息来源:公众号:卡尔的AI沃茨
教程 / 实战普通
How We Remove Watermarks from Video Fast: Motion-Adaptive Frame Skipping + Temporal EMA
(and the bug that froze our masks — a regression story about wiring performance switches to product...
信息来源:DEV Community
产品发布 / 更新普通
AI 智能体生产力影响缺乏 RCT 研究
作为一名早期用 RCT 研究 AI 聊天机器人生产力影响的研究者,我要指出,自去年秋天真正的智能体问世以来,类似研究一直缺位。 部分原因是太新,部分原因是研究设计上的挑战,但我怀疑我们正在错过一些巨大的效应。
信息来源:X:Ethan Mollick (@emollick)
教程 / 实战普通
My AI memory bank grew to 240k tokens per session. Here is what I got wrong.
In December 2025 I shipped a small CLI called Context Bank. The idea was simple and, I still think,...
信息来源:DEV Community
教程 / 实战普通
The AI Security Paradox: Why Old Laws Create Digital Enclosures
If you think AI cybersecurity is currently being handled by smart people with everything under...
信息来源:DEV Community
教程 / 实战精选
Anthropic 用 Claude Managed Agents 构建定时智能体自动化的实践指南
Anthropic 发布基于 Claude Managed Agents(beta)的每日简报参考实现,按计划读取 Slack 和 GitHub 来源并向 Slack 发布简报。
信息来源:Anthropic:Claude.dev 开发者博客(RSS) · Claude
行业动态普通
Pollo AI 用 OpenAI 模型把创意变成广告大片
Pollo AI 借助 GPT‑5.6、GPT‑6 Astra 和 GPT‑Image‑2.5 打造 Pollo Agent,为创作者提供从创意到成片的引导式视频制作流程,目前平台用户已超 2600 万。
信息来源:OpenAI:官网动态(RSS · 排除企业/客户案例) · OpenAI / GPT
教程 / 实战普通
TrailWhisper — The 100% Offline Nature Guide Built to Turn Off Your Screen
This is a submission for the Hacktoberfest Open-Source AI Challenge Week 1: Touch Grass ...
信息来源:DEV Community
模型发布 / 更新普通
活动今日开启,展示新功能
就在今天,几小时后!快来参加,看看我们的一些新功能
信息来源:X:Lauren Tan(SpaceXSI,Grok Bot 工程负责人) (@poteto) · Grok
产品发布 / 更新普通
腾讯云开源自托管多智能体 AI 助手平台 Octop
腾讯云开源了自托管多智能体 AI 助手平台 Octop,面向家庭和小团队,主打多用户、多智能体、数据留在本机,一个 pip 包包含后端、Web 仪表盘、CLI、IM 网关、定时任务和多智能体运行时,运行命令为 octop run。
信息来源:X:邵猛 (@shao__meng)
产品发布 / 更新普通
MiniMax Design 用代码生成视频
Opus 5.5 上线 #MiniMaxDesign | 用代码创作你的下一支视频 把文字变成视频——从代码到动态画面。 ✨ JavaScript 动画 ✨ 动态图形 ✨ 解说视频与视觉叙事 ✨ 网页与产品演示 不止是大语言模型——它能理解视觉内容,并持续打磨你的作品。🎨
信息来源:X:MiniMax Design (H3) (@Hailuo_AI)
教程 / 实战普通
How to build an AI agent that reads 10-K Risk Factors
Day 8 of 30 Days of Search. A company can report strong growth and still disclose risks that...
信息来源:DEV Community
行业动态普通
Nvidia 押注物理 AI:Halos 安全系统瞄准更安全的 robotaxi 与人形机器人
Nvidia 正将数十亿美元押注于机器人和自动驾驶等物理 AI 技术,其 Halos 安全系统于 2025 年推出,提供硬件和软件工具帮助开发者在自动驾驶汽车中实现安全护栏。
信息来源:Ars Technica:AI(RSS) · NVIDIA
行业动态普通
高通否认成为净支付方
高通刚刚否认自己是净支付方,并否认该交易与 LogicFolding 有关。现有声明无法证实 LogicFolding 或相关外围技术的授权。
信息来源:X:X.PIN (@thexpin)
行业动态普通
Antigravity 智能体更名 Chief of stuff
现在事情变得严肃起来了 👀 Antigravity 智能体在最新更新中刚被更名为“Chief of stuff”!我想知道 Antigravity 是否会成为 Google 考虑加入其 botsdots 智能体的地方。 至少看起来像是一次晋升 🤖
信息来源:X:Testing Catalog (@testingcatalog)
教程 / 实战普通
Building SortSense: A Local AI File Organizer Built in a Single Hack Day
Building SortSense: A Local AI File Organizer Built in a Single Hack Day hacktoberfest...
信息来源:DEV Community
论文研究普通
DeltaReplay: Task-Relative Memory Reuse for Mobile GUI Agents
Memory-augmented mobile GUI agents store successful execution trajectories and reuse them in later tasks, but a stored trajectory rarely matches a new task exactly. The new task may use different parameters, share only some of its steps wi…
信息来源:arXiv
论文研究普通
Does an Illumination Prior Help Face-Swap Detection? A Controlled Study of Temporal Self-Blended Images
Self-blended images are widely used to train face-swap detectors, but primarily capture blending artifacts. We investigate whether adding illumination inconsistencies improves detection. Temporal Self-Blended Images (T-SBI) transfer lighti…
信息来源:arXiv
论文研究普通
Intervention anchors and scientific verification in synthetic vascular predictive representations
Complete orthogonal predictive coordinates do not by themselves bind a latent direction to a named intervention. We present a mathematical and synthetic audit motivated by vascular device-vessel suitcordance. Capacity-matched least-squares…
信息来源:arXiv
论文研究普通
What is the goal of unsupervised machine learning?
Unsupervised learning is one of the main branches of machine learning. Here I argue that unlike the other branches of machine learning (supervised and reinforcement learning), unsupervised learning is a rather heterogenous field that can s…
信息来源:arXiv
论文研究普通
A 3D Characterization Framework for Intelligent Sequential Decision Making
Puzzles are widely used to evaluate the reasoning capabilities of artificial intelligence (AI) systems for sequential decision making, yet approaches originating from different paradigms are rarely compared under unified conditions. To add…
信息来源:arXiv
论文研究普通
Structured Sentiment Analysis Using Sequence Labeling as Dependency Graph Parsing
This study addresses the problem of structured sentiment analysis, whose goal is to obtain a fine-grained sentiment graph where the nodes represent spans of sentiment holders, targets, and expressions, while the arcs define the relationshi…
信息来源:arXiv
论文研究普通
Elucidating the Space of Enzymatic Reaction: A Unified Benchmark and Pretrained Model
Existing reaction models primarily learn molecular transformations, whereas enzy- matic reactions depend jointly on molecular structure and catalytic function. We formulate this problem as learning an enzymatic reaction space linking react…
信息来源:arXiv
观点 / 方法普通
LangChain 为 Deep Agents 框架 Skills 带来工具绑定、固定与中途重载三项升级
LangChain 为 Deep Agents 框架的 Skills 做了三项工程升级:工具绑定 Skills、固定 Skills、中途重载 Skills,目标是在保持渐进式披露优势的同时解决延迟、可预测性和运行时演化问题。
信息来源:X:邵猛 (@shao__meng)
论文研究普通
Can Jev be Your Q or Policy in Reinforcement Learning?
Foundation models supply reinforcement learning (RL) with priors that mitigate its longstanding weaknesses in sample efficiency and transfer, but their token-by-token generation makes queries sequential and costly. Jev, a recently released…
信息来源:arXiv
论文研究普通
Epistemic Disturbance in the Graph Model for Conflict Resolution: State-Preserving Actions, Four-Valued Assessments, and the Distinction between Capability and Intention
In the graph model for conflict resolution (GMCR), a decision maker (DM) either moves the conflict to another state or does nothing. The basic definitions leave inaction implicit, so every action that leaves the state unchanged is treated …
信息来源:arXiv
论文研究普通
HI3D 3.0 (Twinkle3D): Object-specific 3D Asset Generation with High Resolution
Image-to-3D generation has become increasingly capable of producing objects that closely resemble the input image, and an outstanding challenge is to reproduce the depicted object itself, including the specific geometry that defines it. In…
信息来源:arXiv
教程 / 实战普通
Stop describing UI to your AI agent in words. Point at it.
I built an MCP server that lets you click a layer on your running web page or Android app, drag it, and hand the exact element to Claude Code, Cursor or Codex.
信息来源:DEV Community · Claude / Cursor
论文研究普通
Camera-Noise Residuals for Face-Swap Detection: Redundant, Not Complementary, and Why
Fusing a learned camera-noise fingerprint with an RGB appearance backbone is an appealing route to generator-independent deepfake detection, because the noise residual is grounded in image-formation physics rather than in the texture stati…
信息来源:arXiv
观点 / 方法普通
AI 栈中的保存缺口:为什么能力进步快于可重建性
O'Reilly Radar 文章提出 AI 系统存在"保存缺口":运行时依赖(模型端点、检索数据、策略、工具契约等)在执行时才确定,现有基础设施只保存模型、代码、部署和观测记录,不保存某次执行的实际绑定关系。作者为此提出参考架构 Orrery,用于保存重建 AI 系统历史执行所需的运行时绑定与依赖状态,并区分了"可复现性"与"可重建性"两个概念。
信息来源:O'Reilly Radar(热点 RSS)
论文研究普通
TRACE: Diagnosing Verifier Brittleness in Agentic Evaluation
Verifier scores now serve as both benchmark metrics and training rewards for large language model (LLM) agents, and a change in score is routinely read as a change in capability. It may instead reflect a change in the evaluation. We introd…
信息来源:arXiv