当日涨星 792 的 Home Assistant MCP 服务器：87 个工具打通配置层，拆解进程内服务器、搜索式工具发现、只读模式与策略审批队列三道闸门，附六类可复现场景与真实边界。

Agent 的后端能力再强，最终要通过前端抵达用户。CopilotKit 与 assistant-ui 构成 Agent 前端集成的开源栈：把对话、生成式 UI、人机协同（中间态审批）做成 React 组件。本篇拆解 Agent 前端的特有难题（流式状态、生成式界面、人机协同交互）与这套栈的解法。

Mark Zuckerberg said Meta’s new personal AI agent Muse has become the “centerpiece” of his AI vision, as he unveiled a n…

Google is launching early access to a new MCP server for Google Home, allowing AI agents like Claude, ChatGPT, and other…

Mistral and Mozilla are teaming up to offer AI-powered browsing that puts privacy first. The article Mozilla's new Smart…

A simple ClickFix attack is only one way to completely hijack the new agent.]

Nov 3, 2026 Anthropic is blocking its coding assistant Claude Code from recreating existing video games.** Employee Addy…

Rivian recently rolled out an AI assistant that lets drivers and passengers interact with the company’s electric vehicle…

加州公司 Atomic Canyon 与核工业组织合作推出了针对核反应堆运营的 AI 助手 NIVA——代表 Nuclear Industry Virtual Assistant。该 AI 助手已进行试点，目前向美国全部 94 座核反应堆开…

At OpenAI’s DevDay event on Tuesday, the company announced the launch of Dots, a new personal agentic assistant powered …

Sep 29, 2026 OpenAI Key Points OpenAI is expanding its Codex coding assistant with reusable cloud development environmen…

An assistant that serves the same user over a long horizon has to answer from what that user has revealed: which prefere…

Banking assistants must use account-specific information to answer requests and, in many cases, take actions through too…

Sep 23, 2026 YouTube is rolling out new AI tools for creators.** A storytelling assistant in YouTube Studio analyzes scr…

As corporate AI adoption continues to grow, enterprise-grade LLM agents are being deployed into sensitive contexts such …

LLM assistants are widely used for daily social advice, yet evaluating their social reasoning in such consultation setti…

Anthropic 官方参考实现集合：从 300 行 agent 内核到 Managed Agents 的 Session/Harness/Sandbox 三段解耦，拆解工具集接口迁移、五类可复现场景与真实边界。当日涨星 560。

Welcome back to **TechCrunch Mobility**, your hub for the future of transportation and now, more than ever, the role AI …

European retailers are using open models and physical intelligence across use cases — from a commerce platform cutting i…

Rather than downloading another app, a growing number of agents can simply be texted like an ordinary person. You text i…

Healthleap, a startup building an AI platform that reads patient records to identify patients at risk of undiagnosed ill…

TechCrunch 介绍了无需单独下载应用、像普通人一样通过短信即可使用的 AI 智能体，它们能记住上下文、连接现有应用并代用户完成日程安排、旅行研究、发邮件、预订、购物等任务，并列举了 Instinct 等多家相关产品。

Sponsored Provided byHPE When customers talk about AI costs, the conversation usually starts with token prices and ends …

Sep 25, 2026 GPT-Image-2 prompted by THE DECODER Microsoft is launching a Copilot agent built on OpenClaw that the compa…

In this **tutorial**, we work with **Jev**, TypeSafe AI’s first System One model, which does not generate text at all: w…

NVIDIA AI Day Singapore, which takes place Sept. 22-23 at the Raffles City Convention Centre, is offering attendees oppo…

TypeSafe AI released Jev, a System One model that answers typed questions with probabilities instead of generating text.…

Google is refocusing its CC AI agent on household coordination, letting families share emails, schedules, and tasks so t…

Pinterest is testing Restyle, a new AI-powered feature that lets users visualize furniture, decor, lighting, and more in…

多轮能力不是单轮能力的自然涌现——拆解多轮数据的三种构造法、loss 该算在哪一轮的关键决策与真实评测的坑。

提示词不是玄学而是可测量变量：FormatSpread 的 76 点波动、指令模板不稳定性、贝叶斯机制解释、软提示与自动提示优化、注入攻击与工程规范。

分清 Linux 审计的两条日志管线：auditd 为什么能回答「谁删的文件」，journald 的边界在哪，以及合规日志的不可篡改与远端留痕怎么做。

当智能体走上广告牌：本文拆解技术品牌与消费者品牌之间的鸿沟、拟人化命名与人格化营销的收益与风险、社区与创作者驱动的增长打法、B 端与 C 端品牌策略的分野，以及定义品类的品牌终局竞争。

Nov 3, 2026 GPT-Image-2.5 prompted by THE DECODER Stanford researchers Owen Queen and James Zou tested 50 widely cited c…

微软的 AutoGen 是对话式多智能体的开创者：智能体之间通过消息对话完成任务。本篇拆解 AutoGen 的核心抽象（ConversableAgent 与对话编排）、GroupChat 的群聊机制、v0.4 的异步重构与事件驱动、AutoGen 与 AG2 的社区分叉，以及「对话即接口」范式的能力与代价。

Agent 开发的两大语言生态各有地盘：Python 统治研究与数据侧，TypeScript 统治 Web 与产品侧。本篇拆解两个生态的框架、SDK 与运行时差异，按场景给出选型框架，并论证「团队栈比语言优劣更重要」的现实主义结论。

RAG 的回答质量，一半取决于检索，一半取决于提示词。检索到的上下文再好，提示词写得不对，模型照样答非所问。本篇拆解 RAG 提示词的三层结构（system prompt、上下文模板、生成指令），以及「让模型只基于检索内容回答」的约束设计。

Anthropic 把 Claude Code 的内核开放为 Claude Agent SDK：一个以「Claude Code 的能力」为基座的通用 Agent 框架。本篇拆解它的设计（Agent 循环与工具集的内建、子智能体、Hooks 与权限体系）、它证明的「内核复用」路线、以及与 OpenAI Agents SDK/LangGraph 的定位差异。

This is today's edition of* *The Download*,*our weekday newsletter that provides a daily dose of what's going on in the …

This story originally appeared in The Algorithm, our weekly newsletter on AI. To get stories like this in your inbox fir…

!(https://www.gstatic.com/images/branding/googleg/1x/googleg_standard_color_128dp.png)Add as a preferredsource on Google…

为什么同一段对话，用对 chat template 的模型表现天差地别？对话模型的一切行为都由一张「模板」定义：角色标记、特殊 token、系统提示的位置。本篇拆解 chat template 的结构、各家模板的差异、它如何决定「模型以为自己在跟谁说话」，以及微调与应用时最容易踩的模板坑。

语言模型的训练目标浓缩为一个损失函数——交叉熵。但围绕它的变体（label smoothing、辅助损失、对比损失）各自解决不同的问题。本篇拆解交叉熵的直觉与数学、label smoothing 为什么能防过自信、辅助损失在 MoE 与多任务中的角色，以及对比损失在 Embedding 训练里的位置。

SFT（监督微调）是基座模型变成对话助手的第一步，也是最被误解的一步——它常被当成「教知识」，实际是「教格式与行为」。本篇拆解 SFT 的数据形态、训练细节（epoch、学习率、灾难性遗忘的边界）、常见的失败模式，以及「SFT 教的到底是不是能力」这个核心争议。

「AI Agent」是当下最热的产业叙事，但「Agent」伞下装着能力与成熟度差异巨大的物种：脚本化的客服、有工具权限的助手、多环节自主的数字员工。本文按「自主性 × 环境复杂度」画一张产业落地光谱，讲清每个梯位的真实成熟度、失败模式与该不该上 Agent 的判断标准。

In 2001, a decade after he invented the World Wide Web, Tim Berners-Lee articulated a new vision. Together with two coll…

This is today's edition of* *The Download*,*our weekday newsletter that provides a daily dose of what's going on in the …

尿常规是体检里最便宜的健康线索：每天约 180 升原尿经肾小球滤过、肾小管回收，任何一环出问题都会在化验单上留痕。本文从机制出发逐项解读蛋白、潜血、白细胞与管型，并给出异常组合模式、试纸干扰的坑与复查留尿的正确姿势。

290,802 星的 agent harness 操作系统 2.2.3 线新增面拆解：GateGuard 在首次编辑前拒绝并要求交出具体事实（官方 A/B +2.25 分、代价约 45% 轮次），四档 harness 保真度矩阵自陈「不支持」，Memory Vault 三作用域只创建、unreviewed、拒密钥、不跟符号链接。并如实并排展示它自己公布的 72 场试点「只测到成本、没测到效果」。

A slew of AI-powered gadgets on the market aims to integrate artificial intelligence into our daily lives like never bef…