苹果推出 Reference Image 硬件防伪签名：当芯片证明照片真实，能证明事实本身吗？
苹果安全工程团队公开 Apple Reference Image 硬件防伪方案，将图像证据链锚定于传感器芯片与安全隔区；拆解底层密码学链路，探讨技术确真与社会现实的信任张力。 光子打在传感器上的那一刻：防伪战线推向物理源头 在生成式人工智能以假乱真的今天，人们在社交网络、新闻媒体甚至法庭证据中面对一张照片时，最先升起的念头往往不再是画面的美感，而是怀疑：这张
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从一万六千个插件候选到一次可撤销安装：DSH 生态的发现断层与安全账本
DSH 最新预发布版 v0.1.7-rc.2 迭代下，GitHub 插件候选破万与商城精选形成断层；深度剖析单插件代码审计、权限边界、发现渠道差异与可撤销安全管理链。 操控时代降临：DSH 本地底座演进与最新生态脉搏 普通读者在接触各类大模型助手时，多半习惯了在网页对话框中打字提问并接收文本回复的传统模式。然而以 DeepSeek Harness（简称 DS
五角大楼承认过度依赖 AI 误炸伊朗学校：当算法替代推演，谁来承担致命代价？
彭博社深度图文调查与美军解密调查报告披露，过度依赖 AI 战术目标推荐导致伊朗学校遭误炸；复盘算法过拟合、人工决策穿透与军事智能化的责任黑洞。 一所学校遭遇的毁灭性打击：解密调查背后的算法阴影 当人工智能从实验室的代码沙箱走向战火纷飞的真实战场，普通人最担忧的科幻噩梦并非机器人突然觉醒自主意识，而是冰冷的数学概率模型在缺乏有效人类制衡的前提下，被轻率赋予了决
给 DSH 装插件前，先用五步查清包从哪来、会碰什么
本次已复现的是 npm 插件包的只读静态审计，不是插件安装或运行验收；以 dsh-context 0.56.2 为样本核验包完整性、Bundle 声明和敏感代码路径。 装插件前，先把“能下载”与“能信任”分开 这是一篇已复现的静态审计方 法，不是 dsh-context 已跑通的证明。我们在 macOS 的 Python 3.12.14 环境里，下载固定 n
OpenCode 给 DeepSeek 提额到 60 美元：便宜写代码，代价在哪？
OpenCode Go 页面显示 DeepSeek V4.1 Flash 的月度用量栏为 60 美元；这不是现金补贴，也不保证每次智能体调用成功。 十美元订阅，看见六十美元额度 一个人每月花 10 美元使用 AI 编程服务，页面却给某个模型标出 60 美元的月度用量。这像补贴，也像一道需要细读的账。OpenCode Go 的公开页面把 DeepSeek V4
DSH 会话变长后，谁能看清成本与权限？
DSH 0.1.7-rc.2 是预发布版；dsh-context 提供上下文面板与命令。本文核对了固定包、源码与权限路径，但未完成插件运行验收。 长会话卡住时，读者要知道的不是“装一个插件” 让智能体改一份长文档，聊到后半段，它忘了前面某个约束；补充说明又挤占上下文。使用者想知道：这轮会话占了多少空间，哪些消息在消耗额度，何时该拆分任务。DeepSeek H
腾讯停运 QClaw 背后：端侧智能体为何在大厂集体退潮？
上线不足一年即宣布12月停运，QClaw的退场撕开了桌面Agent的真实账本：高昂的端侧沙箱维护成本、缺失的商业化闭环与大厂路线大转向。 停运现场：一只桌面上跑了一年的龙虾按下休止符 这篇报道直接关系到每一位关注本地Agent、桌面自动化与端侧智能的开发者和企业决策者。2026年9月25日，腾讯官方发出公告，宣布旗下桌面端AI助手QClaw将于12月24日停
别让 AI 编程改乱你的本地代码：用影子 Git 搭建可秒级回退的安全网关
一篇已完成本地复现的山海实用局：用隔离影子 Git 给 AI 编程套上安全锁，误操作时一键秒级回退。 这不是“重新让模型写一遍”：问题在污染工作区 很多开发者在使用 AI 编 程助手或自主智能体时都经历过类似险情：模型为了修一个 Bug，不仅修改了目标文件，还偷偷生成了临时测试脚本、修改了配置文件甚至引入了语法错误。当你想撤销时，本地未提交的修改与模型引入的
Go 语言官方公布跨平台 SIMD：系统级编程与 AI 推理的高性能底层重构
Go核心团队带来无须汇编的跨平台向量计算API，从Green Tea垃圾回收器到向量检索，Go正在补齐高性能计算的最后一块拼图。 发布现场：Go编译器告别手写汇编的一大步 这篇技术深度报道直接面向所有从事系统级编程、高并发后端服务、向量检索与网络协议栈开发的工程师。2026年9月24日，Go语言官方团队核心成员David Chase与Junyang Shao
DSH v0.1.7-rc.2 之后，给智能体装上刹车：dsh-recall-plugin 影子回退实测
撤回一条指令容易，撤回被智能体改乱的本地文件却极难。基于隔离影子Git的dsh-recall-plugin如何在不污染工程主干的前提下实现无损回滚？ 版本现场：智能体长出双手之后，真正稀缺的是刹车 这件事关乎每一位使用DeepSeek Harness（DSH）以及各类本地代码Agent的开发者。2026年9月24日，DSH官方仓库正式释出dsh-v0.1.7
Anthropic 签下 116 亿美元阿卡迈长约：为什么 AI 智能体开始抢夺边缘 CPU？
大模型不再只有GPU军备竞赛。SEC文件曝光的7年长约背后，自主浏览与代码执行正在把算力瓶颈推向分布式边缘CPU网络。 交易现场：一笔被聚光灯忽略的116亿美元算力巨震 如果你认为当下的AI算力战争只是买英伟达GPU的故事，那么这笔刚落地的重磅交易将彻底打破你的认知。2026年9月25日，Anthropic与老牌云和边缘计算巨头Akamai签署了一份总额高达
Akamai 拿下 116 亿美元算力单：混合架构把 Agent 网页执行与通用计算搬上边缘
Anthropic 与 Akamai 的 116 亿美元长约揭示了真实工业落地演进：混合架构把 Agent 网页执行与代码沙箱搬上分布式边缘 CPU。 案例主体与业务问题 网络基础设施巨头 Akam ai Technologies 与大模型前沿企业 Anthropic PBC 正式签署总金额达 116 亿美元、跨度长达 7 年的云计算采购协议。这笔巨额交易引
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Build with AI: APIs, applications and deployment
All services →| Service | Use case | Features and conditions | Product entry |
|---|---|---|---|
| Alibaba Cloud AI and cloud product offersCloud products and offers | Model and agent selection, application deployment and cloud resources | Explore model services, AI coding and agent tools, application deployment and cloud resources through Alibaba Cloud's product offers hub. Eligibility, credits, billing and expiry vary by product and offer. | View product ↗ |
| Alibaba Cloud MeooApplication creation tool | AI application creation and prototyping | An AI application creation tool for turning requirements into application prototypes. In-product AI capabilities are separate from standalone model APIs. Check product terms for allowances, publishing and billing. | View product ↗ |
| Alibaba Cloud OPC startup toolkitProduct directory | Solo businesses and independent development | A collection of cloud tools for solo businesses and independent developers. Confirm features, regions and eligibility for each tool. The directory does not provide one shared allowance for all products. | View product ↗ |
| Alibaba Cloud Aidge for ecommerceEcommerce AI service | Ecommerce translation and product content | AI services for cross-border ecommerce, including translation and product content optimization. Check supported languages, content types, interfaces and plans against the official product information. | View product ↗ |
| Alibaba Cloud AI application deployment offersApplication deployment offers | AI application deployment and cloud resources | Explore cloud resources and offers for building and deploying AI applications. Deployment resources and model calls may be billed separately. Confirm images, resource specifications and offer dates on the current page. | View product ↗ |
| Tencent Cloud WorkBuddyAI office application | Team AI workspace and collaboration | An AI workspace for teams, office collaboration and AI-assisted work. Team plans are priced per person per month. Check current availability and purchase eligibility on the offer page. | View product ↗ |
| Tencent Cloud speech recognitionSpeech service API | Speech transcription and voice applications | Cloud speech-to-text services for voice applications and transcription workflows. Introductory offers have new-user eligibility and purchase limits. Check package capacity, expiry and overage billing. | View product ↗ |
| Tencent Cloud international offersInternational cloud product offers | International cloud resources and application deployment | Browse cloud product promotions and deployment resources on Tencent Cloud's international site. Confirm international account eligibility, region, currency and new-user conditions. This is not a universal discount for all model APIs. | View product ↗ |
| UCloud AstraFlowMulti-model API platform | Multi-model API integration and switching | UCloud's multi-model service. Its product page describes access to 200+ models with a shared API key and OpenAI-compatible integration. Follow the platform's registration and identity verification process. Model versions, regions, credits and prices depend on its catalog and your account. | View product ↗Register ↗ |
| Novita AI Model APIs and GPU CloudModel APIs, GPU cloud and agent sandboxes | Multi-model APIs, GPU deployment and agent runtimes | Novita AI provides LLM, image, video and audio APIs, GPU cloud and agent sandboxes. Its LLM endpoints support OpenAI-compatible integration. Check the exact model ID, endpoint, service region, account eligibility and current pricing for the chosen product. Confirm model API, GPU and agent sandbox billing separately. | View product ↗ |