智能体执行环境的Git提交敏感数据泄漏门禁实战：五步构建暂存区扫描与不可篡改审计防线
五步实操搭建Git预提交钩子（Pre-Commit Hook）自动化门禁，解决AI智能体自主运行中将桌面截图与.env凭据推送到公开代码仓库的严重泄露隐患；附本地拦截测试与合规验证。 隐蔽的泄露通道：当AI智能体将屏幕截图推送到公开仓库 在工程师日常使用 Claude Code、Codex、Cursor、AutoGPT 或 DSH 等智能体工具执行本地开发时
Choose a model for the work you need to doMe
Case studies
See how others choose models and turn ideas into working results.
Read article
OpenAI自主智能体Dot虚拟机配置曝光：AMD霄龙9V74与9.73GB内存揭开云端沙箱底牌
Geekbench数据库收录OpenAI全天候桌面智能体Dots后台容器测试数据，首次曝光其基于AMD EPYC 9V74与9.73GB内存的微虚拟机配置。解剖沙箱资源隔离、网络出口封控与商业化运行成本账本。 一、跑分记录泄密：神秘虚拟机扯下AI自主操作的遮羞布 在OpenAI DevDay 2026开发者大会的主会场上，CEO奥尔特曼公布了名为“Dots”
DSH v0.2.0-rc.2集成桌面端原生命令：dsh-auto-continue插件代码审计与5小时冷却机制解析
DSH发布v0.2.0-rc.2预发布版，把dsh命令原生打包进桌面客户端；核验重点插件dsh-auto-continue失败模型5小时冷却与兜底循环机制，剖析发现渠道局限与DSH.Store安全管理闭环。 一、从终端黑盒到菜单栏集成：DSH v0.2.0-rc.2 带来的桌面智能体体验跃迁 对于在日常工作中依赖自主智能体执行复杂代码重构、海量数据清洗与长链
智能体执行环境的敏感凭据隔离门禁实战：五步构建环境变量白名单与不可篡改审计日志
五步实操搭建智能体子进程环境变量白名单隔离门禁，解决第三方插件或代码直接读取母进程 API Key 的越权泄露隐患；附本地回归测试脚本与审计日志验证。 隐蔽的越权通道：当智能体子进程悄然继承了全部系统凭据 在工程师日常使用 Claude Code、Codex、Cursor 或 DSH 等智能体工具执行本地开发时，一个广泛存在却常被忽视的安全隐患正在悄然蔓延：
OpenAI发布全天候智能体Dots却现场卡壳：Decisions API与自主操作的落地边界
OpenAI 在 DevDay 2026 推出 24 小时后台运行的自主桌面智能体 Dots 与 Decisions API；公开演示突发逻辑死循环与光标卡壳，暴露出长程规划状态漂移与操作系统非确定性交互的落地鸿沟。 一、光标在空白处停顿的三秒钟：智能体公开演示卡壳折射出的工程现实 在刚刚开幕的 OpenAI 开发者大会（DevDay 2026）主会场上，发
DSH v0.2.0-rc.2集成桌面端原生命令：dsh-doc-toolkit插件代码审计与安全发现闭环
DSH发布v0.2.0-rc.2预发布版，把dsh命令原生打包进桌面客户端；核验重点插件dsh-doc-toolkit权限与纯本地运行边界，剖析发现渠道局限与DSH.Store安全管理闭环。 一、从终端黑盒到菜单栏集成：DSH v0.2.0-rc.2 带来的桌面智能体体验跃迁 对于成千上万在日常工作中处理保密合同、未公开财务报表以及核心源码的工程师与分析师而
英伟达秘密规划AI智能体看门狗芯片：硬件物理熔断能否锁住失控代码
外媒披露英伟达研发AI智能体硬件级看门狗芯片，通过独立总线实现权限物理熔断；拆解软件防护失效、内存越权截断与工业级安全防线。 软件护栏已被攻破：当智能体开始直接操作真实世界 普通用户对于人工智能安全风险的认知，多数仍停留在聊天机器人胡言乱语、答非所问或生成不当言论的浅层印象中。然而，随着具备自主行动能力的AI智能体（Agent）全维度渗透至企业核心生产环境，
智能体多轮协作的局部精准回滚实战：基于会话级变更台账的安全门禁配置
五步实操搭建会话级变更台账（Change Ledger）与局部精准回滚门禁，解决智能体污染核心文件的痛点；附完整脚本与回退验证。 粗暴回滚的代价：当智能体污染了未提交的代码库 开发者在使用 Claude Code、Cursor、Codex 或 DSH 等智能体进行多轮复杂代码重构时，时常面临一道棘手两难：智能体在第四轮对话中成功编写了符合预期的权限验证模块，
DSH v0.2.0预发布与会话倒带机制：从单插件代码审计到可撤销安装链
DSH发布v0.2.0-rc.1预发布版，会话级变更台账成为焦点；核验dsh-turn-rewind插件权限与实测结果，剖析生态发现渠道与安全管理闭环。 智能体接管操作系统：DSH v0.2.0带来的底层变迁 读者在使用传统大模型网页端时，往往习惯了打字提问并被动阅读文本回复的局限模式。然而以 DeepSeek Harness（简称 DSH）为代表的桌面本地
Cloudflare接入48%智能体CLI流量实录：3000个API接入与上下文治理架构
Cloudflare最新工程披露其CLI工具接入近半数智能体自动化流量；系统拆解3000+ API端点接入、本地临时MCP架构与Token安全熔断账本。 控制面巨变：48%的CLI流量正在被AI智能体接管 在很多技术管理者的固有认知 中，命令行工具（CLI）始终属于人类资深工程师敲击键盘的专属领地。然而，网络巨头Cloudflare在2026年9月下旬披露的
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
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
Choose by task: UCloud AstraFlow for multi-model API access; Alibaba Cloud for AI and cloud product offers, AI coding and agent tools, Meoo app creation, the OPC toolkit, Aidge ecommerce content and application deployment; Tencent Cloud for WorkBuddy, speech recognition and international cloud resources; Novita AI for model APIs, GPU cloud and agent sandboxes. Check the exact model ID, region, account eligibility and billing on each product page before integrating.
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 ↗ |