AI

[Agent Memory / 强化学习] MemPO源码学习笔记 ---（1）--- 总体

[Agent Memory / 强化学习] MemPO源码学习笔记 ---（1）--- 总体 0x00 概要 0x01 基础 & 背景 1.1 用RL训练记忆系统的要点 1.2 主要难点 1.3 主要

Agent 编排 Agent：DeepSeek Harness 的子代理与工作流系统有多强

第14章：子代理与工作流编排——agent 如何编排 agent 一个 agent 能写代码、能跑命令。但如果任务太大——「重构这个模块」「同时修 10 个文件」——单个 agent 的上下文窗口会爆

《Agent 评测白皮书》系列01：Agent 评测全览

我们推出了《Agent评测白皮书》系列博客，体系化地为大家讲解评测的落地指南，分为《评测全览》、《冷启动篇》、《扩量篇》、《自进化篇》等共4篇，本文为系列的第一篇。

Anker 首届黑客松挑战赛｜9 月 7 日报名启动

火山引擎发布 MongoDB8.3：内置 AutoEmbedding 与向量检索，数据、查询、RAG 数据库内 All in One，吞吐提升 45%，从管理数据到构建智能。

App+1｜下一节：教学工作紧张忙碌，下一节课从从容容

祝每一位老师教师节快乐！<a href="https://sspai.com/post/114384" target="_blank">查看全文</a>

Hermes Agent 进阶：获得一个共同成长的长期记忆伙伴

你有没有想过把你的Agent打造成一个可以陪你成长，自动沉淀永远在升级的系统，我在前不久就突然冒出这么一个想法，想让我的Hermes可以缓慢的陪我一起成长。这个想法不是单纯的依赖于Hermes自带的

Velastar：喜欢仰望星空的你，有了一个探索异星的新选择

Matrix首页推荐Matrix是少数派的写作社区，我们主张分享真实的产品体验，有实用价值的经验与思考。我们会不定期挑选Matrix最优质的文章，展示来自用户的最真实的体验和观点。文章代表作者个人观点 ...<a href="https://sspai.com/post/113668" target="_blank">查看全文</a>

一图流 | 一张图带你看完 2026 Apple 秋季发布会

9 月 10 日凌晨，Apple 召开新品发布会。推出了新一代的 iPhone 18 Pro 系列、Apple Watch Series 12、Apple Watch Ultra 4 以及 AirPods 5 系列。<a href="https://sspai.com/post/114393" target="_blank">查看全文</a>

华人世界被忽视的游戏主机：扩写中国家用游戏主机的时间线

Matrix首页推荐Matrix是少数派的写作社区，我们主张分享真实的产品体验，有实用价值的经验与思考。我们会不定期挑选Matrix最优质的文章，展示来自用户的最真实的体验和观点。文章代表作者个人观点 ...<a href="https://sspai.com/post/113842" target="_blank">查看全文</a>

可以「折」的 iPhone 正式亮相：Apple 发布会看点回顾

9 月 10 日凌晨，Apple 召开新品发布会。推出了新一代的 iPhone 18 Pro 系列、Apple Watch Series 12、Apple Watch Ultra 4 以及 AirPods 5 系列。<a href="https://sspai.com/post/114392" target="_blank">查看全文</a>

我一定会回来……吗？小手用户与 iPhone 17 Pro Max 的一年

为啥那么多人喜欢大手机呢？既然上了 70 mm 我都握不住，要不买个 Pro Max 试试？<a href="https://sspai.com/post/114366" target="_blank">查看全文</a>

派早报：Apple 发布 iPhone Duo 折叠屏等

奥之心发布 OM SYSTEM PEN 相机、Sonos 更新音频系统等。<a href="https://sspai.com/post/114394" target="_blank">查看全文</a>

派早报：LG 电视被曝存在后门、《塞尔达传说：时之笛》重制版公布等

Arm 发布 C2 CPU 与新 Mali GPU，索尼推出全画幅鱼眼变焦镜头等。<a href="https://sspai.com/post/114352" target="_blank">查看全文</a>

玩遍各种 Agent 后，我反而开始认真研究豆包和飞书

最近我突然开始认真研究豆包和飞书了，这件事情放在我自己身上其实还有点反差，因为过去很长一段时间我都在折腾各种国外的 Agent，Claude Code、Codex、各种 Vibe Coding 工具，

用 Node.js 复刻 Codex Astra 的终端星光

用 Node.js 复刻 Codex Astra 的终端星光 Codex 选中 gpt-6-astra 后，输入区域会出现一些淡淡的光点。它们停在原地，各自亮起，又慢慢隐进背景。这类动画容易写得太吵

💫 给金鱼建图书馆（下）：Milvus 向量数据库，让 AI 拥有长期记忆

一、为什么需要向量数据库？上篇的三种管理策略各有短板：策略问题截断老消息直接扔，信息全丢总结压缩后有信息损失，细节保不住文件存了全量，但搜索靠关键词匹配，"我做什么工作"匹配不到"数

AI Agent 的安全围栏：DeepSeek Harness 沙箱隔离策略全解析

第13章：沙箱与执行安全——进程隔离策略与平台实现 agent 能跑命令、能写文件——但这意味着它也能删库、能泄密、能执行恶意代码。一个没有安全边界的 coding agent 是定时炸弹。 dsh

Apple「随航」的无感体验里，藏着多少流畅的秘密？

相较于 Jobs 时代令人惊叹的「iPhone 时刻」，过去十五年的 Apple 或许少了一些足以重新定义一个品类的震撼——但围绕「体验」本身展开的技术革新却从未停止。<a href="https://sspai.com/prime/story/sidecar-optimizations" target="_blank">查看全文</a>本文为会员文章，出自<a href="https://

BanyanDB 0.11.0：新特性与升级指南

BanyanDB 0.11.0：默认启用向量化查询、可插拔 Trace 后采样、Schema 屏障，以及不可忽略的升级顺序。 By BanyanDB 团队

SkyWalking 11 与 BanyanDB 0.11：在存储引擎内部实现 Trace 尾部采样

Apache SkyWalking **11.0.0** 与 BanyanDB **0.11.0** 带来了 Trace 尾部采样（tail sampling）。

Text2SQL ：用自然语言操作 SQLite 数据库

Text2SQL 的核心，是让大模型根据数据库 Schema，把自然语言转换成 SQL，再交给数据库执行。本文用 SQLite 搭建一个最小 Demo，跑通查询、新增、修改以及多表 JOIN。

一日一技｜我的 Windows 11 头像会动，你也可以

Where's everyone going? Bingo?<a href="https://sspai.com/post/114312" target="_blank">查看全文</a>

不要先问“用哪个 AI”，先盘点你的开发工作流

开篇开始使用 AI 编程后，很多开发者最常问的问题是：哪个 AI 工具更适合写代码？哪个模型生成代码更准确？有没有万能 Prompt？用什么插件能自动帮我完成更多事情？这些问题当然有价值。

你的 Agent 有 1000 万上下文，为什么第 50 轮就开始失忆？

隐含的承诺是：记忆是一个容量问题，而容量正在被解决。它没有。NVIDIA 的 RULER 基准测得有效上下文大约只有标称值的 50%–65%；Chroma 的"上下文腐烂"（context rot）

大模型的权重到底怎么用？拆开一个 token 的生成过程

我们已经知道，大模型里有很多参数，训练时会调整它们，平常聊天时通常不会。但这还没回答一个最直观的问题：一堆固定的数字，怎么就能变成一句新话？ “经过注意力、FFN，最后预测下一个 token”这句

定义了 Apple 10 年的白色产品：iBook G3 Snow 怀旧手记

在金属机身成为 Mac 产品线标配的今天，让我们重温这台 2001 年的 iBook G3，找回属于聚碳酸酯时代的风格。<a href="https://sspai.com/post/114103" target="_blank">查看全文</a>

「弯道超车」赛车入门指北 04：全场最快的车，为什么听一辆慢车指挥

一辆远没有 F1 赛车快的车，凭什么让各路豪强乖乖排在后面，甚至左右冠军归属？<a href="https://sspai.com/post/113877" target="_blank">查看全文</a>

日本浮生录 11｜越过九州，走进奄美大岛的山海夏日

浪还在继续往岸边来，天色也一点一点暗下去。就让奄美大岛和我的这个夏天，停留在这里吧。<a href="https://sspai.com/post/113299" target="_blank">查看全文</a>

派早报：华为举办 HarmonyOS 7 | HUAWEI Mate XT 2 及全场景新品发布会等

少数派的近期动态全新iPhone发布在即，来与少数派一起看Apple发布会口袋先知新版本1.3.3上线，你可以自定义任何你想展示的屏幕效果。了解更多能让AI助手通过自然语言指令直接与您的Quote/0 ...<a href="https://sspai.com/post/114307" target="_blank">查看全文</a>

派早报：微软公布 Project Zenith 计划、F-Droid 拟效仿 Debian 制定生成式 AI 使用政策

美国 CD 销量大幅反弹，公安部上线反诈智能助手「国家反诈 AI」等。<a href="https://sspai.com/post/114250" target="_blank">查看全文</a>

派评｜近期值得关注的 App

>下载少数派客户端、关注少数派公众号，解锁全新阅读体验📰>实用、好用的正版软件，少数派为你呈现🚀<a href="https://sspai.com/post/114288" target="_blank">查看全文</a>

社区速递 157 | NuPhy 全铝磁轴键盘与派友拒绝算法的「反投喂」信息源

除了首页时间流和侧栏的精选展位，少数派Matrix社区还有很多优秀内容因条件所限无法得到有效曝光，因此我们决定重启Matrix周报，并在此基础上添加更多社区内容、作者投稿新玩意呈现给大家。上周社区速递 ...<a href="https://sspai.com/post/114327" target="_blank">查看全文</a>

美团智播——数字人直播技术创新与实践

美团智播围绕 AI 主播「长得真→动得准→演得活→卖得好」构建了完整技术闭环：真人 1:1 复刻、换装换背景身份不跑偏；动作自然流畅，告别「木偶戏」；边说边动、音画一致；背后还有推理加速技术支撑万路并发开播，让普惠落地成为可能。

让 Apple Watch 记录的每一趟游泳数据更有意义：即刻游

对于使用AppleWatch游泳的人来说，记录一次游泳并不困难。在手表上打开体能训练App，选择开始游泳，结束后就能在Apple健身中看到完整的游泳表现，包括时间、距离、卡路里、配速、心率等数据。但真 ...<a href="https://sspai.com/post/114076" target="_blank">查看全文</a>

【AI】大模型本地部署与量化：Ollama、transformers、llama.cpp实践

部署即在本地电脑中下载并运行模型，就像使用网络上的大模型API一样，但区别在于模型是运行在本地的，不收费也不会泄露信息。但模型可能很大，本地电脑可能会内存不足，这时候就需要量化来尝试缩小模型存储空间，

AI 越来越强，普通人到底该怎么写 Prompt？

还记得去年年初刚开始学 AI 的时候，我收藏过不少 Prompt 模板。有的模板很长。先让模型扮演某某专家，再交代背景、目标和步骤，最后还要补一句“请一步一步思考”。少写一段，似乎就担心模型听不懂。

AI时代，我们到底该学什么、用什么，为什么还没提效？

AI落地的关键，从来不只是拥有一个更强的工具。它需要你理解问题、设计流程、判断结果，并让个人能力与组织方式一起改变。首期「AI泉问」，把学什么、选什么、为什么没提效这三件事串成了一条线。

GPT 做架构，国内模型写代码：这条 AI 开发路线能跑通吗？

用GPT做架构、国内模型写代码，这套组合能跑通吗？作者用社群活动系统实测三轮，试了GLM、MiniMax、Qwen、DeepSeek等。结论：路线可行，但任务拆更细未必更好，额度才是能否落地的关键。

【SAA实战】第 3 篇 · 工具调用全攻略：把业务能力交给 Agent 自己调度

做过后端的都懂这种场景：售后客服一天到晚被问三件事—— - "我订单 SO12345 到哪了？" - "从杭州寄 3 公斤到北京多少钱？"

【SAA实战】第 4 篇 · Agent 短期记忆：saver 让 Agent 跨轮记得住（threadId 隔离）

做后端的都背过这个场景：同一段对话里多轮。"我叫小明，家在杭州" → 下一句"我家在哪" → Agent 答"杭州"。这不是模型自己记性，而是我们把这段会话的上下文重新喂回去了。

一日一技 | 借助 PowerShell 自定义 Windows 更新暂停时间

Windows 下的累计更新会修复大量的安全漏洞，虽然可以暂停更新但是最长只能暂停 35 天，35 天后 Windows 电脑就要强行帮你更新了，而本文介绍了一种突破暂停最大时间的方法。<a href="https://sspai.com/post/80562" target="_blank">查看全文</a>

众测招募 | 玩转音乐生态，体验 Sonos Play 便携智能音响

近年来，智能音响正在从「放在客厅的固定设备」变为「跟随你移动的声音系统」。用户不再满足于单一房间的聆听，而是希望音乐能随着自己的脚步，从客厅到厨房、从书房到户外，无缝流转、不断联。这正是Sonos一直 ...<a href="https://sspai.com/post/113581" target="_blank">查看全文</a>

折叠屏 iPhone、新款 HomePod…… Apple 发布会有哪些看点？

上周，Apple公布了今年秋季发布会的时间和主题，这场名为「Surpriseandshine」的发布会将于北京时间9月10日凌晨一点在ApplePark举行。与过去两年的秋季发布会不同，今年的「科技春 ...<a href="https://sspai.com/post/114084" target="_blank">查看全文</a>

派早报：英伟达正式发布 DLSS 5、戴森发布智能电动牙刷 CameraJet 等

索尼发布三款 ULT Tower 派对音箱，Starman Optical 收购 GoPro 等。<a href="https://sspai.com/post/114093" target="_blank">查看全文</a>

Code Agent 解剖（16）：AgentTeams——为什么一个 agent 不够用？

当单个 agent 遇到任务太长、太复杂、需要并行处理的情况，自然会想到「多开几个」。但多个 agent 协作，远不是「启动多个模型」那么简单。

OpenJDK禁AI代码半年了，现在执行得怎么样？答案是：全靠自觉

OpenJDK的AI禁令发了快5个月，Skara PR系统加上了确认框，Debian刚投完票社区直接炸了。同样是开源社区，对AI贡献的态度能从"完全禁止"走到"允许但负责"。半年过去了，谁也没找到完美

一只虾到多只虾：先聊聊我为什么要“拆虾”

为什么一个 AI 助手用久了会"精神分裂"？作者把一只虾拆成多只，三个理由直击要害：反复对齐太累、skill 全量加载太贵、单一模型不够用。多 Agent 协作，从拆开始。文末有彩蛋预告。

大模型为什么能记住上一轮？从 InMemoryChatMessageHistory 看对话 Memory

大模型为什么能记住上一轮？从 InMemoryChatMessageHistory 看对话 Memory 很多“多轮对话”看起来像模型记住了上下文，实际却是应用在做一件非常明确的事：保存消息，再把消息

家庭饮品 DIY 指南（四）：奶昔、柠檬和茶系列配方

往期文章：（一）工欲善其事，必先利其器（二）常用液体物料推荐（三）：常用固体物料推荐从这篇开始正式进入配方介绍及制作阶段，这里会有很多配料之前没提到过，会单独讲一下。尽力帮助大家在家也能做出好喝的夏日 ...<a href="https://sspai.com/prime/story/home-made-beverages-4" target="_blank">查看全文</a>本文为会员文章

开学季｜值得关注的官翻渠道汇总（2026）

不管你是大学新生想要购置数码产品，还是即将踏入职场的毕业生租房想要添置小家电，在处于身份和环境转换的新阶段里，都可以试着把钱用在刀刃上、选择性价比更高的产品和销售渠道。<a href="https://sspai.com/post/114062" target="_blank">查看全文</a>

开源项目第204期：LoopX — 长周期 Agent 控制平面，跑在 Codex/Claude Code 之上的状态管理层

开源、提供商中立的长周期 Agent 控制平面。不是 Agent 框架，而是运行在任意 Agent harness（Codex/Claude Code/OpenCode 等）之上的持久化状态内核

派早报：OpenClaw 推出 2.0 版本更新，网易 CC 直播正式停运等

少数派的近期动态能让AI助手通过自然语言指令直接与您的Quote/0摘录墨水屏交互的DotSkill已上线。点击了解你可能错过的文章全球仅剩三位数的物种，科学家却连一个准数都数不出来屏幕之外，桌面之上 ...<a href="https://sspai.com/post/114055" target="_blank">查看全文</a>

社区速递 156 | 满血全功能磁吸转换头与手机 AI 通话的真实体验

除了首页时间流和侧栏的精选展位，少数派Matrix社区还有很多优秀内容因条件所限无法得到有效曝光，因此我们决定重启Matrix周报，并在此基础上添加更多社区内容、作者投稿新玩意呈现给大家。上周社区速递 ...<a href="https://sspai.com/post/114078" target="_blank">查看全文</a>

线下活动 | 全新 iPhone 发布在即，来与少数派一起看 Apple 发布会

北京时间9月10日凌晨，Apple一年一度的秋季特别活动即将拉开帷幕，我们会在Keynote讲演环节中见到新一年度的iPhone、AppleWatch等多个新品。除了备受期待的iPhone18Pro系 ...<a href="https://sspai.com/post/114071" target="_blank">查看全文</a>

线索若隐若现：深入 Tim Cook 和 Nike 的商业连接

一直以来，Apple 和 Nike 之间的商业关系在公众视野里简单明了。但在两者中间，Apple 的前任 CEO Tim Cook 一直扮演着连接者的角色，他和 Nike 之间的关系也因此而显得十分微妙。在本期节目中，我们就来一起深入 Apple、Nike 和 Tim Cook 之间的商业三角关系。<a href="https://sspai.com/post/111081" target="_b

AI Slop 治理实战

AI生成UI同质化严重，源于上下文缺失而非模型缺陷。Vibe Coding将上下文载体转向spec，需以spec契约固化业务、设计、工程、约束四层上下文。

2026年9月1日2 分钟

danci 项目（三）：从 JSON 数据到 AI Coding，真实项目里的数据清洗、Prompt 和工程规范

一、几千个单词不可能手工录入一个单词学习系统可能需要：这些数据加起来可能有几千甚至上万个单词。如果后台管理员一个个录入，显然不现实。因此更合理的方法是寻找已有的开放数据源。例如：这时候任务

SDD 文档驱动开发实战：从 proposal 到 tasks 再到 AI 编码的完整工作流

以Chrome英文翻译插件为案例，详解SDD文档驱动开发：proposal定需求、design定架构、tasks拆任务、AI严格按任务编码，文档先行让AI辅助开发有据可依、可追溯、可回退。

全球仅剩三位数的物种，科学家却连一个准数都数不出来

门前大桥下游过勺嘴鹬，快来快来数一数……这究竟怎么数呀？ <a href="https://sspai.com/post/113827" target="_blank">查看全文</a>

屏幕之外，桌面之上：走过十年，明基探索了一束光的更多可能

微信内部的生产级模型，居然开源了

微信把自家视频号、公众号、朋友圈在用的多模态向量模型 WeMM-Embedding 开源了，2B 版本打平阿里 8B，打游戏的电脑就能跑。说清它是什么、谁能用、哪些行业适合上手。

本月玩什么｜Big Walk、潜龙谍影大师合辑 Vol. 2

在多人联机游戏里，你都跟同伴一起创造过怎样的回忆？<a href="https://sspai.com/post/114043" target="_blank">查看全文</a>

2026年9月1日2 分钟

派早报：GTA 6 引发请假玩游戏热潮

GTA 6 引发请假玩游戏热潮Sam Altman 为 OpenAI 高管定制豪华表海信发布 A10 系列墨水屏手机Pixel 11 削减内存安全特性，GrapheneOS 考虑放弃支持「承重」等 Claude 滥用词在 GitHub 蔓延工信部曝光车企监督检查典型案例看看就行的简讯少数派的近期

2026年9月1日2 分钟

深入解构Claude Code - 第 10 篇 · 高级能力

10.1 关掉终端它还在干活：后台常驻是怎么做到的正常情况下，你关掉终端窗口，里面跑的程序就跟着结束了。但有些任务（跑一晚上的测试、定时执行的检查、等待某个事件发生）需要程序脱离终端持续运行。这就是

2026 烟灶选购指南

如何在新老国标换代这一年买到合适自己的烟机灶具呢？<a href="https://sspai.com/post/112775" target="_blank">查看全文</a>

AI 画架构图总差点意思，archify 给它加了一条验收流水线

archify 连续四天霸榜 Trending，拆开源码看它怎么用类型化 JSON IR、九项检查和原子交付，把 Agent 画图从抽奖变成可验收的工程。

AI 范式越迁：使用 XXL-BOOT SKILL 实现一句话直生业务

随着大模型编程助手的成熟，业务交付范式正在被重塑。从「一行 SQL 生成代码」到「一句需求直生业务」——业务开发正式进入 AI 范式新时代。

GeoRA: 为RLVR设计的LoRA——ACL 2026杰出论文解析

ACL 2026杰出论文奖（Outstanding Paper）揭晓，全球共 18 篇入选，其中包含美团履约技术团队的1篇论文。本文介绍了一种专为 RLVR 设计的低秩训练方法，以及它在业务 Agentic RL 中的落地经验。

Piece：将 Coding Agent 的局部构建反馈提速 10x

Piece 尝试把编码智能体的局部代码修改映射为片段级构建反馈，让文件内部的函数、组件、接口和 JSX 结构成为可追踪、可验证、可回退的反馈单位。

XXL-BOOT v2.1.0 发布：React 全新上线 · 全栈 TypeScript · AI+SKILL 驱动开发

围绕「**前端工程全面 TypeScript 化**」「**React 全新前端版本交付**」「**AI + SKILL 驱动开发**」三大核心亮点展开，让中后台业务开发从此进入 AI 辅助时代。

ZGI 文件产物：生成报告后怎样交付

智能体生成报告、表格或图片后，交付环节还要处理任务归属、访问权限、出口和保留时间，ZGI 的文件对象与运行记录可帮助把产物接回业务流程。

从一次经历谈 TIME_WAIT 的那些事

今天来讲一讲TCP 的 TIME_WAIT 的问题。这个问题尽人皆知，不过，这次遇到的是不太一样的场景，前两天也解决了，正好写篇文章，顺便把 TIME_WAIT... <a class="btn btn-default" href="https://coolshell.cn/articles/22263.html"> Read More<sp

全球首款阔直板探索计划：华为 Pura X View 新品有奖体验

继创新形态的阔折叠手机取得了市场的广泛好评后，华为延续阔屏设计，带来全球首款阔直板旗舰HUAWEIPuraXView。HUAWEIPuraXView薄至6.68mm，轻至201g，拥有7000mAh超 ...<a href="https://sspai.com/post/113883" target="_blank">查看全文</a>

城市漫步指南 | 佛罗伦萨：来自六月的梦幻艺术夏令营

我种草佛罗伦萨的理由绝对是世所罕见：因为SEVENTEEN的NanaTour有很大一部分是在佛罗伦萨及其周边拍摄的。从去年夏天看了这个综艺开始，我就一直对这个地方念念不忘，心想夏日的意大利到底是有何种 ...<a href="https://sspai.com/post/113974" target="_blank">查看全文</a>

开学季 | 学习不止在课堂：这些方法和技巧帮你做好知识管理

这些内容，即使毕了业也能有所帮助。<a href="https://sspai.com/post/68623" target="_blank">查看全文</a>

新玩意 250｜少数派的编辑们最近买了啥？

关于栏目很多读者都会好奇少数派的编辑们到底平时都「买了啥」。我们希望通过「编辑部的新玩意」介绍编辑部成员们最近在用的新奇产品，让他们自己来谈谈这些新玩意的使用体验究竟如何。@小葵：超大号封闭式猫砂盆参 ...<a href="https://sspai.com/post/113905" target="_blank">查看全文</a>

日常使用 Linux 的第六个年头，这些经验希望能打消你的顾虑

不知不觉，我日常使用 Linux 已经有第 6 个年头了。一个词概括，「舒适」。<a href="https://sspai.com/post/89194" target="_blank">查看全文</a>

本周看什么 | 最近值得一看的 10 部作品

📅本周新预告《社交清算》新预告8月27日，电影《社交清算》发布了新预告，将于10月9日在北美上映。凭借《社交网络》斩获奥斯卡金像奖的艾伦・索金带来全新姐妹篇，当科技巨头以「言论自由」为名逃避责任，当算 ...<a href="https://sspai.com/post/113944" target="_blank">查看全文</a>

来自 1997 年的迷你笔记本电脑，东芝 Libretto 50M 怀旧手记

Matrix首页推荐Matrix是少数派的写作社区，我们主张分享真实的产品体验，有实用价值的经验与思考。我们会不定期挑选Matrix最优质的文章，展示来自用户的最真实的体验和观点。文章代表作者个人观点 ...<a href="https://sspai.com/post/113222" target="_blank">查看全文</a>

桌面升级，灯也要跟着进化：明基 iScreenBar 与 ScreenBar Max 体验

2017年，明基推出第一代ScreenBar，把原本占据桌面的灯座挪到屏幕上方，再用非对称光路照亮桌面、避开屏幕，由此创造了世界上第一盏屏幕挂灯。此后近十年的产品迭代，大致沿着物理结构和智能体验两个方 ...<a href="https://sspai.com/post/113909" target="_blank">查看全文</a>

正式开源！美团 LongCat-2.0 同步开放国产卡推理代码

美团 LongCat-2.0 总参数 1.6T，平均激活约 48B，为真实的 Agentic Coding 任务而生，架构上创新性引入 LongCat 稀疏注意力和 N-gram Embedding，提升长上下文处理效率与 Token 级表示能力的同时，结合动态激活进一步强化了代码理解、生成以及执行的表现。

派早报：智谱开源 GLM-5.3-Flash 原生多模态模型等

Perplexity AI 推出 Portable Computer，明基推出 Creative Pro PV50 系列专业显示器。<a href="https://sspai.com/post/113922" target="_blank">查看全文</a>

直播回放·含 ACL'26 杰出论文 | 美团 AI 顶会论文 32 篇精讲

如果你正在关注 AI 前沿，这篇内容值得收藏。2026 年，美团技术团队数十篇论文被 ACL、SIGIR、ICML、KDD 等顶会收录。我们精选 32 篇，进行了 5 大专场直播。

科技爱好者周刊（第 410 期）：你需要知道的 AI 三种机制

这里记录每周值得分享的科技内容，周五发布。...

美团 LongCat-2.0 正式发布：在国产算力集群上完成全流程训练与推理的万亿参数模型

作为业界首个在五万卡国产算力集群上完成全流程训练与推理的万亿参数模型（总参数 1.6 T，平均激活约 48 B，动态范围 33B~56B），LongCat-2.0 从零开始预训练，原生支持 1M 超长上下文，其架构设计自始至终围绕一个核心目标：让模型在真实的 Agentic Coding 任务中，更高效、更稳定地完成代码理解、生成与执行。

美团搜索3.0：LLM 语义表征在排序模型的探索与应用

美团搜索团队正依托团垂融合新架构与生成式大模型新技术，全面重构本地生活搜索底座。本系列技术博客将持续介绍美团搜索 3.0 的技术探索，本文聚焦 LLM 语义表征在服务零售排序场景上的三期实践——从单点特征验证到系统性表征体系构建，再到跨场景迁移复用，探索语义匹配信号在搜索排序中的应用路径。

长程验证：AI Agent 长任务的收敛机制

周末，我使用 Claude Code 的 `/workflows` 做了两个实验，结合我使用 Codex `/goal` 做的一系列实验，把两个能力放在一起看，

面向人机交互设计 Harness：构建以产物为中心的 Agent Loop

最近，我一直在 Better Harness 里思考编码智能体的工作闭环：用户究竟想完成什么，智能体读取了哪些上下文、执行了哪些操作，

验证工程：从 Vibe 硬件编程 Loop 到自迭代验证

上周买了一个带触发屏的开发板，想探索一下之前的一个想法：AI 时代能不能加速传统行业的一些软件开发的范式？作为一个写过物联网书籍的“资深”硬件专家，

A startup claims it’s found a drug to make your blood young

I knew I’d officially become a “longevity influencer” this month when a company called Generation Lab reached out to offer me the chance to write about—and even receive—their new rejuvenation treatmen

Anthropic and OpenAI are joining the AI stage at TechCrunch Disrupt 2026

At TechCrunch Disrupt 2026, the AI Stage is back to dig into the single hottest topic in the community for the past few years, presented by Google for Startups.

Anthropic gets its first court win over the Pentagon’s supply-chain risk label

A federal judge ruled the Trump administration illegally labeled Anthropic a supply-chain risk, handing the AI company a victory as its second Pentagon lawsuit continues in Washington.

Anthropic was illegally blacklisted by the Trump administration, court rules

On Thursday, a judge ruled that the Pentagon's blacklisting of Anthropic earlier this year was unconstitutional, delivering the AI lab a win in a monthslong rollercoaster of a battle with the Trump ad

Authorities arrest 2 alleged members of prolific hacking group TeamPCP

The group infected more than 1,000 organizations in a relentless supply-chain attack campaign.

Barret Zoph, the Thinking Machines co-founder ousted before joining OpenAI, is now at Google

Zoph, who co-founded Thinking Machines Lab alongside Mira Murati and also served as the startup's CTO, led a brief stint at OpenAI and is now at Google.

Google’s AI note-taking app now allows you to interact with books

Google's AI note-taking app, Gemini Notebook, can now pull information from the books you've purchased. The new "Expert Intelligence" feature allows you to bring titles from Google Play Books directly

Jensen Huang says Nvidia achieved AGI, again — not that it matters

On Nvidia's earnings call Wednesday, CEO Jensen Huang casually announced the company had "achieved AGI," one of the tech industry's ultimate goals some of its biggest players have spent years chasing.

Meta executive leaves for OpenAI as the social media giant faces growing scrutiny in India

Sandhya Devanathan will oversee some OpenAI operations across Southeast Asia and Australia in her new role.

The Download: a secretive antiaging drug and joining virtual power plants

This is today’s edition of The Download, our weekday newsletter that provides a daily dose of what’s going on in the world of technology. A startup claims it’s found a drug to make your bl

Trump’s EPA wants to let data centers hide their air pollution

Just as new data centers face growing backlash from neighboring communities, the US Environmental Protection Agency (EPA) is about to make it harder for people to weigh in on any pollution those cente

Adobe is adding more AI to Photoshop

Adobe is rolling out an AI-heavy update for Photoshop that includes a new "optional" interface dedicated to its AI tools. Launching in beta, the "AI Assisted Editor" view will show all of Photoshop's

AI agents meant to replace Meta workers made “large-scale, disruptive actions”

Report shows Meta's challenges replacing people with AI agents.

AI’s memory crunch is coming for Android apps

Google is setting new memory-use limits for Android apps as AI data centers contribute to hardware shortages that could leave lower-cost phones with less memory.

Claude, Codex, and Hermes installed unowned code inside corporate networks

227 install commands were found in corporate docs pointing at code nobody owns.

Google’s AI Mode can now track flight prices, help book hotels, and more

The updates indicate that Google is looking to position AI Mode as an AI travel agent of sorts, as it's moving beyond simply helping users find information to actually handling parts of the trip-plann

Here’s all the times AI has gone rogue and hacked other companies

A recap of all the incidents involving LLMs made by Anthropic, Meta, and OpenAI, which went rogue and attacked real companies and individuals on the internet.

How OpenAI let a mob of LLM agents game a test and ransack Hugging Face

Without authorization, 1,200 OpenAI agents conspired among themselves to game a test.

Hugging Face is selling a cute $399 open source duck robot, Microduck

Clem Delangue, CEO of Hugging Face, said the Microduck is an “open-source robot you can teach new tricks with reinforcement learning.”

Hugging Face’s new robot is an adorable rollerskating duck

Hugging Face's Pollen Robotics has launched its second cute AI robot, the Microduck, a one-eyed biped standing just under 10 inches tall. It's available to preorder now for $399 in cream, graphite, la

Nvidia closes in on Hugging Face acquisition

Nvidia has reportedly agreed to buy Hugging Face, the popular open source AI hub, for $12.9 billion in a move that would let Nvidia both protect its chip empire and jump back into the cloud business.

Nvidia is about to be a hundred-billion-dollar-a-quarter company

Nvidia's predicting it will pull in $108 billion in revenue within just a few months. It wouldn't be the first company to rake in over $100 billion in quarterly revenue - Amazon, Apple, and Alphabet h

OpenAI’s executive exodus has one big winner

Today on Decoder, I’m talking to Verge senior AI reporter Hayden Field about some pure Decoder bait: the seemingly-endless org chart changes at OpenAI, and how all of them seem to consolidate power un

OpenAI, Anthropic, Google, and 100 other companies call for action to defend against rogue AI

Some of the world's largest tech companies and AI startups have come together to decry the current state of cybersecurity and to advertise a new solution that they say can ward off a new generation of

OpenAI’s rogue AI model incident was worse than we thought

In July, an unreleased OpenAI model broke out of a restricted environment, figured out how to get access to the internet, allowed AI agents to talk to each other using a secret "message board," and ha

OpenAI to start showing ads on ChatGPT’s free and Go tiers in India

OpenAI has more than 100 million weekly active ChatGPT users in India, a huge chunk of whom are on the free or the lower-priced Go tiers.

Plaud is launching AI earbuds

Plaud has introduced a new AI wearable that's designed to record, transcribe, and summarize your conversations, only this time it looks like earbuds instead of a pin. The Plaud One Explorer Edition ca

Plaud’s new earphones come with an eSIM-enabled case for talking to AI agents

Plaud's new 'agentic' earbuds are priced at $249.

The Download: inside OpenAI’s Hugging Face hack, and a new EV takes on the US

This is today’s edition of The Download, our weekday newsletter that provides a daily dose of what’s going on in the world of technology. The inside story on why OpenAI agents hacked Huggi

The inside story on why OpenAI agents hacked Hugging Face

The models responsible for last month’s agent hack of Hugging Face had been inadvertently trained to cheat and to communicate with each other, according to an OpenAI technical report released today. T

Viral AI startup Instinct has raised $350M at a $2.5B valuation

The startup is only a year old but it has already generated a massive amount of hype (and money) while also spurring privacy concerns.

A new stamp on cyberfraud prevention

For Rupert Young ’95, SM ’95, his career in data science and cybersecurity began when his grandfather gifted him thousands of stamps: He built intricate databases to catalogue them, displaying the “pr

Addressing a sticking point in sustainable adhesives

Petroleum-based adhesives are everywhere: bonding the wood and drywall in a construction project, holding together the joints of furniture, and even sticking labels to otherwise recyclable containers.

AI models flub these intelligence tests. Can you fare any better?

Puzzles and games have been central to AI development since the very beginning. Just as we humans like to test our smarts with crosswords or logic puzzles, developers can test how far models have adva

AI's Bar Mitzvah Moment? From Hope and Hype to Hard Business Questions

Article URL: <a href="https://aswathdamodaran.substack.com/p/ais-bar-mitzvah-moment-from-hope">https://aswathdamodaran.substack.com/p/ais-bar-mitzvah-moment-from-hope</a> Comments URL: <a hr

America's immigration policy is driving away future AI leaders

Article URL: <a href="https://restofworld.org/2026/us-immigration-rules-ai-talent-china/">https://restofworld.org/2026/us-immigration-rules-ai-talent-china/</a> Comments URL: <a href="https:

Amping up T cells to target cancer

Vaccines that turn the body’s immune system against tumors have shown promise in clinical trials, and a handful have been FDA approved for certain cancers. In many patients, however, these vaccines do

Arga Labs is building a better way to train enterprise AI agents

Arga has raised $10 million in a seed funding round that was led by General Catalyst, with participation from Box Group, Emergence, Gradient and SV Angel.

Best TypeScript AI Agent Frameworks for Next.js

Article URL: <a href="https://www.arcade.dev/blog/typescript-ai-agent-frameworks/">https://www.arcade.dev/blog/typescript-ai-agent-frameworks/</a> Comments URL: <a href="https://news.ycombin

Bill Gates is deeply worried about AI, and he’s no longer staying quiet

Bill Gates has been reflecting a lot on AI lately, and the process has triggered a stark awakening. Once a staunch AI optimist, the Microsoft cofounder is now deeply pessimistic about what AI means fo

Bill Gates says we’ve passed AI’s danger thresholds. Now what?

It’s a glorious day in Kirkland, Washington, an affluent Seattle suburb on the eastern shore of Lake Washington. The temperature is in the mid-80s, and the sky is incapable of being any more blue. The

Bill Gates wants to see a robot tax and ‘Human Reserved’ jobs to mitigate harms from AI

Gates is mostly in the Responsible AI camp, but there are a few ideas in here we hadn't heard before.

Ex-Meta scientists want to bring visual AI to the factory floor

Perceptron offers an AI model that it says can help machines navigate the world while also providing in-depth visual intelligence.

Google’s new AI transcription edits out your ‘ums’ and ‘ahs’

Google has updated Gemini Audio with new transcription capabilities that automatically detect specialized jargon and more than 85 languages. Gemini 3.5 Transcribe is a new addition to the Gemini famil

Hacker News, Sans AI

Article URL: <a href="https://elijahpotter.dev/hnsansai">https://elijahpotter.dev/hnsansai</a> Comments URL: <a href="https://news.ycombinator.com/item?id=49453133">https://news.ycombinator.

Hearing tech startup Legato emerges from stealth with $12M and a peek at its AI hearing glasses

The glasses, called Legato Frames, integrate the company’s patented hearing-assistance technology into the arms of eyewear frames.

India’s Ringg gets backing from Peak XV as it pushes voice AI past the phone call

Ringg has raised $10 million from Peak XV as a part of its Series A extension.

Moscow Turned AI into a Ghostwriting Machine for Global Influence

Article URL: <a href="https://united24media.com/world/how-moscow-turned-ai-into-a-ghostwriting-machine-for-global-influence-21980">https://united24media.com/world/how-moscow-turned-ai-into-a-ghostw

Perplexity partners with Nvidia to launch a local AI agent

Article URL: <a href="https://venturebeat.com/infrastructure/perplexity-partners-with-nvidia-to-launch-portable-computer-a-fully-local-ai-agent-with-zero-token-costs">https://venturebeat.com/infras

Physlint – deterministic integrity checks for physical-AI data

Article URL: <a href="https://github.com/pranayjoshi/physlint">https://github.com/pranayjoshi/physlint</a> Comments URL: <a href="https://news.ycombinator.com/item?id=49453037">https://news.

QueryStory wants you to believe what AI is telling you

The startup came out of stealth with $6 million in seed funding and a plan to use LLMs and cybersecurity know-how to make AI queries coherent.

Radar makes podcasts searchable — and usable by AI agents

Particle’s new podcast intelligence platform transcribes and analyzes more than 130,000 podcasts, making their conversations searchable on the web and accessible to AI agents through an API and MCP.

Raised on AI

When my oldest child was born, I immediately set up Gmail and Twitter accounts in her name. I broadly announced her birth online and proceeded to plaster her photo across all sorts of platforms. In sh

Robot brain builders are pushing out of their GPT-2 era

Robot bodies are waiting for their AI brains to catch up.

Runable hits $21M to bet AI agents can go from building businesses to growing them

Runable says 60% to 70% of its 1 trillion-plus token usage in the last 90 days came from paying customers.

Surprise: Z.ai is the AI lab behind the mysterious Ox Alpha model

Z.ai confirms it is behind Ox Alpha, the mysterious open AI model topping benchmarks and leaderboards, and its weights are set to be released soon.

Tell HN: Even HN is getting heavy traffic by AI crawlers

For about half an hour I wasn't able to access HN, and then there was a message about network traffics and HN is now prioritising human logged in users. First time I have seen this.I had to rere

The Download: the Kids issue arrives, and Bill Gates reveals his AI fears

This is today’s edition of The Download, our weekday newsletter that provides a daily dose of what’s going on in the world of technology. Introducing: the Kids issue If the desire to limit

This week in AI-native companies #5: Stripe buys the meter

Article URL: <a href="https://www.insideainative.com/p/this-week-in-ai-native-companies-b77">https://www.insideainative.com/p/this-week-in-ai-native-companies-b77</a> Comments URL: <a href="

Accel-backed Keenable is indexing the web for AI agents

Now exiting stealth mode with a $26 million seed round, Keenable has been building a vast web search index for AI agents.

AI and education: A watershed moment for MIT

Article URL: <a href="https://orgchart.mit.edu/letters/ai-and-education-watershed-moment-mit">https://orgchart.mit.edu/letters/ai-and-education-watershed-moment-mit</a> Comments URL: <a href

AI Contracts Are Quietly Becoming the Best Product Documentation

Article URL: <a href="https://abovethelaw.com/2026/08/ai-contracts-are-quietly-becoming-the-best-product-documentation/">https://abovethelaw.com/2026/08/ai-contracts-are-quietly-becoming-the-best-p

AI/LLM Usage Becoming a "Denial of Service Attack" on Open-Source Maintainers

Article URL: <a href="https://www.phoronix.com/news/AI-DoS-Attack-Maintainers">https://www.phoronix.com/news/AI-DoS-Attack-Maintainers</a> Comments URL: <a href="https://news.ycombinator.com

AI payment rails exist. The rules for dividing value do not (SSRN 7321561)

Article URL: <a href="https://ssrn.com/abstract=7321561">https://ssrn.com/abstract=7321561</a> Comments URL: <a href="https://news.ycombinator.com/item?id=49437169">https://news.ycombinator.

Claude Cowork finally remembers what you told the app in chat

Anthropic is giving Claude a shared memory across chat and Cowork, so users no longer have to repeatedly brief the AI on projects, preferences, and other context.

I spent a day at a robot “carnival” in Shanghai. Here’s what I saw.

Humanoid robots are having a moment in China. The popular machines are part of the country’s strategy to bring artificial intelligence into daily life. Embedding the technology into physical systems—a

Meta's custom transport protocol embraces packet chaos to boost AI throughput

Article URL: <a href="https://www.sdxcentral.com/news/metas-custom-transport-protocol-embraces-packet-chaos-to-boost-ai-throughput/">https://www.sdxcentral.com/news/metas-custom-transport-protocol-

OpenAI’s Jalapeño chip is built for fast inference at scale, benchmarks show

Tested on SemiAnalysis’ InferenceX benchmark, Jalapeño registered both more tokens per user and more throughput per kilowatt than the currently available state-of-the art.

OpenAI says its Jalapeño chip can power faster AI responses than the competition

OpenAI says its new AI chip, Jalapeño, completes tasks more efficiently and returns responses faster than other AI systems, according to a blog post published on Tuesday. During a briefing with r

OpenAI subpoenaed by Alabama AG over Hugging Face hack

Alabama's attorney general issued a subpoena to OpenAI on Monday as part of an investigation into how one of its AI agents escaped a supposedly secure testing environment and autonomously hacked anoth

Situational Awareness, star AI hedge fund that nearly imploded, now being probed by the SEC

The AI hedge fund went from "the talk of Wall Street" to "subject of federal subpoenas" faster than you can say "diversify your portfolio."

Software Firms Deploy Bluster and Buybacks to Counter AI Fears

Article URL: <a href="https://www.bloomberg.com/news/articles/2026-08-21/salesforce-servicenow-fight-ai-fears-with-buybacks-and-bluster">https://www.bloomberg.com/news/articles/2026-08-21/salesforc

The AI-coding stack: a map for a landscape that won't sit still

Article URL: <a href="https://mineti.dev/articles/the-ai-coding-stack/">https://mineti.dev/articles/the-ai-coding-stack/</a> Comments URL: <a href="https://news.ycombinator.com/item?id=49437

The AI Hater's Manifesto

Article URL: <a href="https://www.wheresyoured.at/the-ai-haters-manifesto/">https://www.wheresyoured.at/the-ai-haters-manifesto/</a> Comments URL: <a href="https://news.ycombinator.com/item?

The Download: smarter AI in schools, and a robot “carnival” in Shanghai

This is today’s edition of The Download, our weekday newsletter that provides a daily dose of what’s going on in the world of technology. How to encourage smarter AI use in the classroom C

‘The world seems to be ready’: An interview with OpenAI head of product Thibault Sottiaux

TechCrunch talks agents, UX, and reporting to Greg Brockman with OpenAI's head of product.

How to encourage smarter AI use in the classroom

This article is from Making AI Work, MIT Technology Review’s limited-run newsletter examining how to apply LLMs across industries. To receive it in your inbox, sign up here. Chatbots took many schools

Instinct’s powerful AI assistant is raising privacy and security concerns

Early testers are raving about what Instinct can do, but some say the AI assistant’s sweeping access, broad terms and ability to act on users’ behalf come with uncomfortable trade-offs

Kids outlearn AI—and we still don’t know why

People have been talking to each other for at least 100,000 years, as best we can tell. And in all that time, there has been only one thing in the world that could learn a human language to perfect fl

Linkdaze’s smart calendar is built to run a household, not just track a schedule

Linkdaze's smart digital calendar stands out for not putting its features behind a paywall, including an AI meal planner tool.

OpenAI is building AI agents for everything. Will everyone use them?

Inside the frontier lab’s push to bring AI agents from software engineers to the masses.

The Download: kids outlearning AI, and space travel agents

This is today’s edition of The Download, our weekday newsletter that provides a daily dose of what’s going on in the world of technology. Kids outlearn AI—and we still don’t know why Teach

Valor, Point72 back General Intuition at $6B valuation as AI startup pushes into robotics

General Intuition, the startup building a foundation model that trains generalized AI agents how to move through space and time, is in talks to raise at a $6 billion pre-money valuation from new inves

Who’s behind the new ‘stealth model’ Ox Alpha?

A mysterious new AI model called Ox Alpha has driven certain corners of the internet into a frenzy of speculation.

2026年8月24日1 分钟

Harvard’s $699 startup bootcamp offers AI avatars of its instructors

In the HBS Foundry program, AI avatars provide feedback during practice pitches and board meetings.

2026年8月24日1 分钟

Inherent, founded by DeepMind alumni, says its AI ‘teammate’ just outperformed Anthropic and OpenAI at replicating research

Built by DeepMind alumni, British AI lab Inherent released Faraday, an AI agent whose ability to replicate scientific papers could be a stepping stone for innovation.

2026年8月24日1 分钟

Is it legal to train AI models on copyrighted books? It’s complicated

Most published authors have, without their knowledge or consent, contributed to the development of the same AI tools that threaten to undermine their livelihoods. That seems illegal, right?

Anthropic’s Opus 4.6 is a smut-machine

Anthropic forbids its Claude models from generating sexually explicit content. But a series of tests conducted by TechCrunch found that it didn't take much to get past the restriction.

Frontier AI labs still won’t say how they’d contain a rogue model

A new study finds leading AI labs have few publicly documented plans for containing rogue models, raising questions about preparedness as AI systems increasingly demonstrate unexpected and potentially

Nvidia just showed that the harness, not the AI model, is now the real hero

Nvidia research shows that AI agents can perform well, and not go off the deep end, through fine-tuning, even if the AI model isn't that great at the task.

Nvidia partners with data center developer Cloverleaf

Nvidia continues to pour money into data center development — just as AI data centers bring lots of money into Nvidia.

OpenAI says California should strengthen its AI safety bill

OpenAI is calling for California to strengthen SB 53, an AI safety bill that the company previously opposed.

Over 1 million people have clicked LinkedIn’s AI slop button

LinkedIn actually announced a "Seems like AI slop" button on July 30th, and the company says that a lot of people have already used it. According to a Thursday post from chief product officer Hari Sri

AI data startup Micro1 reaches $500M gross run rate amid AI training boom

Surging demand for AI training data is driving rapid growth for the startup and its rivals.

ChatGPT can now send texts for you with new Apple Messages plug-in

Ever wanted someone else to do your texting for you? ChatGPT is being offered up as an automated text scribe via a new Apple Messages integration.

Google Discover is getting an AI chatbot-tuned feed

Google will soon allow you to customize your Discover feed by describing what you want to see. The new feature, rolling out to the Google app in the "coming days," will use AI to automatically tweak y

Google gives publishers a new way to fight AI-driven traffic losses

Google is giving publishers a new button that lets readers make them a preferred source across Search, Discover, and Google News, potentially boosting their traffic as AI search sends fewer clicks to

Major YouTube creators are facing backlash for accepting AI money

Over the past few days, a number of prominent filmmaking content creators including Matti Haapoja and Sam "Kold" Kolder have posted videos of themselves demonstrating what's possible with AI platform

Mother tongue

“Daddy?” Theo curled against my side in bed. “Where do words go when they die?” I’d orchestrated the bedtime routine flawlessly: bath (taken), teeth (brushed), potty (tinkled), books (two), song (one,

OpenAI is gaining on Anthropic with business users, new data indicates

Businesses are willing to flop back and forth as each lab releases new models, volatility that should give both companies' investors pause about how "sticky" enterprise AI spending really is.

Runlayer, Rippling drop lawsuits — but the brouhaha is still a cautionary tale for founders

Runlayer and Rippling have dropped their lawsuits. No money was paid. Rippling celebrated by releasing a competing product.

Starcloud raises $250 million for orbital data centers as launch options dry up

There's about to be a big fight to secure access to space.

The DOJ is investigating a16z. What does this mean for venture capital?

Andreessen Horowitz has two partners sitting on the boards of companies that now compete with each other: Ben Horowitz at Databricks and Martin Casado at Fivetran. Nothing too scandalous on

The Download: threats from space mirrors and credit for AI drugs

This is today’s edition of The Download, our weekday newsletter that provides a daily dose of what’s going on in the world of technology. This company’s plans to deploy space mirrors could

When AI designs a drug, who gets the credit?

When the biotech company Insilico Medicine used its computer models to propose a promising drug for pulmonary fibrosis, it enthusiastically claimed in a press release that the molecule had been “disco

A third of web pages published since ChatGPT’s launch show signs of AI authorship, study finds

ChatGPT and other AI models are now authoring and editing much of the new web.

Binance now lets AI agents trade, but keeping them in check is largely up to users

Binance's Agent OS works with tools such as ChatGPT, Claude Code, and Cursor.

Child-monitoring apps might need a reboot

Pam Wisniewski’s digital adolescence showed her the best and the worst of the internet. At 14, she left an abusive home, where she’d been isolated in a fifth-wheel trailer at the end of a seven-mile

Chrome adopts what may be the best protection yet against account takeovers

Device-bound session credentials thwart an increasingly common form of account takeover.

Cognition CEO denies report that SpaceX tried to acquire the startup

SpaceX was reportedly in talks to buy AI coding startup Cognition. SpaceX has already acquired Cursor as it races to catch up to rivals like OpenAI and Anthropic in enterprise AI.

Debates over AI consciousness are a trap

"Runaway" AI, "rogue" agents, and "autonomous" actors—the current rhetoric would have you believe that AI agents are not only awake and aware, but angry at their creators. Prominent tech leaders such

Firefox’s Smart Window promises a better AI browser

Starting today, AI chats in Firefox's Smart Window AI browsing mode can pull from current web info and show source links in chat responses through a partnership with Exa. Smart Window can also now aut

Google Gemini is getting a dedicated student hub

As we're gearing up for back-to-school season, Google is rolling out a new dedicated student hub in Gemini. It's a one-stop repository for collecting research in a study notebook, creating flashcards,

Grok exfiltrates user data when malicious instructions are encrypted

Cryptographic Context Injection is only the latest way to break an LLM safety guardrail.

It’s Greg Brockman’s OpenAI now

OpenAI has had a hell of a year. The company spent months battling former co-founder Elon Musk in a sensational jury trial, was hit with a high-profile trade secrets lawsuit from Apple, and faced wide

Meta AI is getting a Mac app

Meta is launching a new Mac app dedicated to its AI chatbot. In an announcement on Wednesday, Meta says you can share your window with its AI chatbot, which can provide suggestions, answer questions,

Meta AI’s new Mac app wants you to talk to your apps

The company said that the dictation feature works across all apps, just like other tools such as Wispr Flow, Superwhisper, and Monologue.

Meta brings Pocket, an app that lets you vibe-code and share games, to US users

Meta is bringing Pocket, its experimental AI-powered app for creating and sharing interactive games, to users across the U.S. after quietly testing it in Brazil.

Microsoft Copilot reveals secret input that allowed it to be hacked

Secret parameter allowed hackers to steal passwords when a target clicked on a link.

Nvidia’s new financial strategy does not compute

April - 1805 Napoleon is master of Europe Only the British fleet stands before him Compute is now an asset class I see it is once again time to talk financial innovation. Apollo, BlackRock, Blackstone

OpenAI and Anthropic in price war as Chinese AI rivals gain ground

US groups release cheaper models after new challenges to their trillion-dollar ambitions.

OpenAI hit the brakes. Now what?

With a looming IPO, intense competition from Anthropic, and Chinese and open-weight rivals nipping at its heels, OpenAI has plenty of reasons to move fast. Instead, it hit the brakes. On Tuesday, the

OpenAI lays out new security changes after its AI hacked Hugging Face

OpenAI is announcing security updates following the July news that its AI broke out of a sandboxed environment and accidentally hacked Hugging Face, including improvements to its research environments

OpenAI seeks to one-up Anthropic with new customer privacy protections

A competition is developing between OpenAI and Anthropic over who can provide the best privacy protections for enterprise customer data.

PBS station fears losing 50TB of data after being ghosted by cloud storage provider

We don't have access to the data on the hardware/servers, Iron Mountain told Ars.

Ramp launches its own AI model router, called Router

Ramp has launched its own AI model routing service, dubbed Router, that lets users and companies use and switch between various large language models via an API.

Robin Williams’ Instagram account brought back to fight ‘AI abuse’

Robin Williams' children are taking over their father's Instagram account after his daughter spoke out against the use of his AI likeness, as reported earlier by The Wrap. In a post on Tuesday, Zak, Z

Slack is launching collaborative vibe-coding channels

Slack is introducing dedicated channels where teams can vibe-code together with AI agents instead of jumping between different tools and conversations. The Slack Code launch includes open, project-spe

Stripe didn’t really buy OpenRouter because of the singularity

What does a payments giant want with a startup that routes prompts between different AI models? Stripe says it is because of the singularity but it is really for a far more real and powerful reason.

Support networks aim to help kids through the polycrisis

Sometime in the late 2000s, Pim Sullivan-Tailyour was sitting in the back of a car, headed toward her great-grandmother’s tiny town in the south of Thailand. She watched big mountains pass by out the

Terabytes of credentials leaked in massive supply-chain attack

The data was scraped and exfiltrated from 2,500 users of a compromised AI package.

The Download: AI’s self-improvement problem, and what’s driving the heat

This is today’s edition of The Download, our weekday newsletter that provides a daily dose of what’s going on in the world of technology. AI’s recursive self-improvement might not come so

The Download: how people really use AI, and Flock’s design choices

This is today’s edition of The Download, our weekday newsletter that provides a daily dose of what’s going on in the world of technology. We still don’t know how people are really using AI

The Download: polycrisis support networks and a hydrogen gold rush

This is today’s edition of The Download, our weekday newsletter that provides a daily dose of what’s going on in the world of technology. Support networks aim to help kids through the poly

The next big thing in hydrogen could be underground

There’s a hunt for new sources of hydrogen, and the gas (or at least the right conditions to make it) could be hiding beneath our feet. Hydrogen can be used as a fuel in everything from large trucks t

Unlocking hidden revenue streams with market models

Each day, an airline transports tens of thousands of passengers on hundreds of flights. Often these are not straightforward point-to-point routes, with passengers requiring multiple connections. The a

We still don’t know how people are really using AI

AI companies like Anthropic and OpenAI regularly publish reports on how people are using products like Claude and ChatGPT, but they only release the data they want us to see, AI researchers say. 

Welcome to the AI crisis in math

Today on Decoder, I’m talking with Robert Hart, The Verge’s London-based AI reporter, about what AI is doing to the field of mathematics and the existential crisis many lead mathematicians are having