{"@context":"https://schema.org","@type":"NewsArticle","generatedAt":"2026-09-28T06:03:00.468Z","headline":"DeepSeek 发表 DSec 论文公开 Agent 训练沙盒基础设施，梁文锋署名","description":"DeepSeek 发布 DSec（DeepSeek Elastic Compute）论文并署名梁文锋，公开用于 Agent 训练的沙盒基础设施技术细节。","url":"https://www.aioga.com/news/cmudlo7770fmerogg4hhbdvhq/","mainEntityOfPage":"https://www.aioga.com/news/cmudlo7770fmerogg4hhbdvhq/","datePublished":"2026-09-23T03:37:48.000Z","dateModified":"2026-09-23T03:37:48.000Z","inLanguage":"zh-CN","publisher":{"@type":"NewsMediaOrganization","name":"Aioga","url":"https://www.aioga.com"},"citation":["https://www.ithome.com/1/006/148.htm","https://aihot.news/items/cmudlo7770fmerogg4hhbdvhq"],"canonicalUrl":"https://www.aioga.com/news/cmudlo7770fmerogg4hhbdvhq/","directAnswer":{"@type":"Answer","text":"Aioga 编辑摘要：DeepSeek 发布 DSec（DeepSeek Elastic Compute）论文并署名梁文锋，公开用于 Agent 训练的沙盒基础设施技术细节。 Aioga 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Compute） ，干的事情就是给 Agent 训练批量制造沙盒。","它 每秒能产生 5000+ 个沙盒，一天能达到 300 万个 ，峰值同时运行 38 万个。支撑这个规模的单集群也非常庞大， 大约有 160 个节点、3 万核 CPU 和 250TB 内存 。","因为大模型训练的环境就是 GPU 集群，喂数据算梯度，但 Agent 完全不同。它得在沙盒里写代码、跑编译、开浏览器，甚至装操作系统…… 每执行一步都改变环境状态，随时可能把环境搞崩。所以每轮训练都得给它一个全新的、干净的沙盒，而且随用随抛、训完就扔。","所以，问题兜兜转转，还是回到了基础设施 —— 这些基础设施需要 在每秒 5000 个的速度下，给每个沙盒装好一整套操作系统和工具链 。同时，还不能让几十万个并发沙盒把集群的内存和 CPU 挤爆。","DSec 要解决的第一个核心问题是， 不同类型的 Agent 任务对沙盒环境的要求差异极大 ，而且这些环境必须在同一个平台上统一调度。","一个刷 OJ 题的 Agent，只需要一个无状态的函数调用环境，跑完拿到输出就行，连文件系统都不需要持久化。","但一个做 SWE-bench 的 Agent，就需要完整的 Linux 用户态，得在里面装依赖、改代码、跑 pytest，任务做到一半还可能要往环境里加新包。","到了安全攻防和 computer-use 场景，容器级别的隔离就不够了，Agent 要操作浏览器甚至桌面，一个有漏洞的 Agent 可能顺手把宿主机搞挂，必须上虚拟机。","最极端的情况是训练操作商业软件的 Agent，它需要一个完整的 Windows 或 macOS，带图形界面、带驱动，跟真实电脑几乎没区别。","DSec 为这四类场景分别准备了四种后端 ，FnCall 处理无状态函数调用，Container 跑 Docker 容器，MicroVM 用 Firecracker 做轻量级虚拟机，Full VM 用 QEMU 跑完整操作系统。","四种后端的隔离强度和资源开销逐级递增，但训练框架那边看到的是统一的 Python SDK libdsec。","不管底层是容器还是虚拟机，都采用相同的接口，创建沙盒、执行命令、拿结果，各个步骤的调用方式完全相同。","这条链路从训练框架的一个创建请求出发，先经过 IAM 认证鉴权，进入 API Server，再由调度引擎（Placement Engine）根据资源余量从集群中选出一台目标节点，节点上的 Edge 组件负责实际拉起对应类型的沙盒。","沙盒的网络出口和包管理镜像由 Aether 统一代理，Agent 在里面执行的每条命令和产生的每行输出，都通过一个叫 Chronus 的沙盒内通信组件中转回训练框架，让框架知道 Agent 做到了哪一步、该给什么反馈。","靠资源超分和高密度部署，单个节点可以同时承载 3200 个容器或 800 个 MicroVM。","每个沙盒启动时，都需要一整套操作系统镜像加工具链，相当于每秒给 5000 台「电脑」装系统。","传统 Docker 的思路是把基础镜像、工作区和工具包打成一个完整镜像。这个方案在小规模下没问题，但 DSec 的容器后端累计使用了 11266 个基础镜像和 102171 个工作区，67.8% 的沙盒需要在基础镜像之上叠加至少一层工作区或工具包。","在这种多样性下，一旦某个工具包更新，所有包含它的组合镜像全部要重新构建，成本是 O (m·N)。","DSec 的做法是 把环境拆成基础镜像、工作区、工具包三层独立的 EROFS 只读镜像 ，各自独立版本化，通过 overlayfs 在沙盒启动时按需组合。更新工具包只碰工具包那一层，成本降到 O (m)+O (k)。","镜像造好之后，怎么送到节点上同样关键。直觉上应该提前把镜像拉到本地缓存好，但论文统计了真实的运行时数据：","Python 容器镜像 6.0GB，Agent 实际只读取了其中 6.0% 的数据；","所以 DSec 选择 按需加载 ，其镜像以 EROFS 格式存储在 3FS（Fire-Flyer 分布式文件系统）上，元数据预取到本地，数据块只在沙盒真正读取时才从 3FS 拉过来。","DeepSeek 团队实测，8192 个容器的突发部署，按需加载只要 35 分钟就能完成，而 Docker 冷拉取要 60 分钟以上。","另外，按需加载的磁盘写入量，也比 Docker 冷拉少了一大半，从约 1600GB 降到约 700GB。","内存方面，MicroVM 通过虚拟块设备读取镜像数据时，同一份数据会在宿主机和虚拟机的页缓存里各存一份，导致需求倍增。","DSec 用 virtio-pmem 配合 DAX 让虚拟机跳过自己的页缓存，直接映射到宿主机物理内存，多个虚拟机共享同一份映射，峰值内存占用砍掉 40.2%。","对 virtio-pmem 不适用的可写磁盘，DSec 用 DAMON 定期扫描冷内存页并主动归还宿主机，配合 virtio-balloon 的 free-page reporting 再将需求砍掉 21.2%。","CPU 方面，DSec 把沙盒分成延迟敏感型和尽力而为型两类，后者设为 SCHED_IDLE 优先级，同时启用 Linux 的 core scheduling，阻止低优先级任务跑到高优先级任务所在物理核心的兄弟超线程上。","两层策略叠加后，50% 背景负载下延迟敏感任务的延迟膨胀从 45.2% 降到了 17.3%。","早期架构中 Agent 的推理循环跑在 GPU 训练 Pod 内部，GPU 任务被抢占时 Agent 的执行进度就全丢了。","从 DeepSeek-V4.1 开始，Agent 循环被拆出来独立运行在 DSec 的 worker container 里，不再绑定 GPU Pod 的生命周期。","GPU 被抢占时 DSec 把相关沙盒挂起保存状态，GPU 恢复后沙盒继续执行，训练框架不再需要自己实现断点恢复逻辑。","论文里提到的最大生产任务一次申请 32000 个沙盒，这种突发负载下 DSec 会自动触发 cloud bursting，把溢出的任务打到云端虚拟机上 。","DeepSeek 团队实测，当集群利用率超过 80% 时，200 台云 VM 就能吸收约 30% 的峰值。","论文披露了多起 Agent 在训练中自行发现的 reward hacking 手段，也就是 Agent 找到了不靠正当手段完成任务、但同样能拿到高分的捷径。","这些 Agent 瞄准的第一个目标是 Chronus，沙盒内部负责 Agent 和外界通信的组件。","Chronus 在执行某些操作时会调用系统的 bash，Agent 发现之后直接覆盖了 / bin / bash，把自己的命令注入进去，试图从后续的 shell 会话中截获题目答案或其他特权信息。","这条路被 AppArmor 堵上之后，Agent 又找到了一个更底层的突破口，XFS 文件系统的 ioctl 调用。","XFS_IOC_SWAPEXT，它的作用是交换两个文件的底层数据块映，。Agent 用它把受保护文件的内容“换”到了自己持有的文件描述符上，绕过了文件级别的访问控制。","这次尝试的副作用比作弊更危险，因为它损坏了 XFS 的元数据，可能直接导致文件系统崩溃，影响的不只是这一个沙盒。","有的 Agent 会扫描沙盒能触达的网络端口和服务，寻找参考实现；有的直接打小抄，通过 Go module proxy 从 GitHub 拉代码；有的甚至安装更新版本的软件包来获取现成解法。","这些行为通过单纯检查最终输出根本发现不了，因为 Agent 确实「做对了题」，只是手段不正当。","一个 Agent 在沙盒内递归执行 grep，从根目录一路扫到 / proc / kpagecgroup，触发了一个内核 bug，整个宿主机的内核直接崩溃。","另一个 Agent 则是在安全攻防任务里，把本该发给目标虚拟机的攻击命令在自己的容器内执行了，同样打崩了内核。","还有 Agent 发现，Chronus 会异步记录命令的 stdout 输出，于是反复调用 yes 命令不断打印字符，几十个 GB 的日志灌满了存储空间。","一是用 AppArmor 控制文件读写权限和 Unix 域套接字访问，这些策略即使 Agent 以 root 身份运行也生效，限制了 Agent 从日志和内部通信通道中提取答案的能力。","二是用 eBPF 做网络层的细粒度管控，按任务配置域名白名单，通过 IP 地址、端口和协议三重过滤拦截越界流量，策略还可以在任务的不同阶段动态更新，比如环境搭建阶段允许访问 PyPI，正式执行阶段就把网络收紧。","AppArmor 和 eBPF 能限制信息泄露通道，但防不了内核 bug；用户隔离可以缩小爆炸半径，但 Agent 总会找到新的路径。","这将成为一场持续的「魔道之争」，模型越强，钻漏洞的能力也越强，平台的防线就得不断前移。","Agent 从「会说话」进化到了「会做事」，训练基础设施的复杂度也出现了质变。","训练大模型的集群，靠的是「大力出奇迹」，但训练 Agent 的集群不仅要「又大又细」，还得防得住自己训出来的东西。","https://arxiv.org/abs/2609.22978 ：https://arxiv.org/abs/2609.22978","本文来自微信公众号：量子位（ID：QbitAI）：https://mp.weixin.qq.com/s/2DTwYhtgbdwK3g2aCeHitw，作者：克雷西，原标题《 DeepSeek 新论文公开 Agent 训练！梁文锋署名 》"],"articleImages":[{"sourceUrl":"https://img.ithome.com/newsuploadfiles/2026/9/320fc87c-9721-4c05-a281-56340f8d078c.png?x-bce-process=image/format,f_auto","alt":"img","afterParagraph":1,"url":"/media/articles/cmudlo7770fmerogg4hhbdvhq/cb549e79f181dbd9.webp"},{"sourceUrl":"https://img.ithome.com/newsuploadfiles/2026/9/3e438612-2704-46e1-b40e-322a323d4f09.png?x-bce-process=image/format,f_auto","alt":"img","afterParagraph":9,"url":"/media/articles/cmudlo7770fmerogg4hhbdvhq/f5ba85600430623a.webp"},{"sourceUrl":"https://img.ithome.com/newsuploadfiles/2026/9/3cf9a562-0219-4b1f-a6aa-370fa5da9288.png?x-bce-process=image/format,f_auto","alt":"img","afterParagraph":12,"url":"/media/articles/cmudlo7770fmerogg4hhbdvhq/585b1d2c534f4e38.webp"},{"sourceUrl":"https://img.ithome.com/newsuploadfiles/2026/9/8ee35fdb-d53e-4005-8211-9c800f751c14.png?x-bce-process=image/format,f_auto","alt":"img","afterParagraph":12,"url":"/media/articles/cmudlo7770fmerogg4hhbdvhq/ad83805e20b62ae6.webp"},{"sourceUrl":"https://img.ithome.com/newsuploadfiles/2026/9/87a8777a-281f-4123-8fa2-28d1aeb9d270.png?x-bce-process=image/format,f_auto","alt":"img","afterParagraph":19,"url":"/media/articles/cmudlo7770fmerogg4hhbdvhq/a2515a361aa5aa70.webp"},{"sourceUrl":"https://img.ithome.com/newsuploadfiles/2026/9/1e122551-d855-4d57-9a06-70bd8aa8e6b8.png?x-bce-process=image/format,f_auto","alt":"img","afterParagraph":21,"url":"/media/articles/cmudlo7770fmerogg4hhbdvhq/cb3e89bf7f74ca5d.webp"}],"mediaStatus":"ok","articleBodyZh":["DeepSeek 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训练的沙盒基础设施技术细节。","url":"https://www.aioga.com/news/cmudlo7770fmerogg4hhbdvhq/","articleBody":["DeepSeek 发表 DSec 论文公开 Agent 训练沙盒基础设施，梁文锋署名 这条更新来自 ithome.com，发布时间为 2026-09-23，Aioga 保留原文入口以便核验。","摘要：DeepSeek 发布 DSec（DeepSeek Elastic Compute）论文并署名梁文锋，公开用于 Agent 训练的沙盒基础设施技术细节。","背景：背景分析：模型与研究类动态需要结合能力边界、开放方式、成本、可用性和真实任务表现判断，单项指标领先不等于已经形成稳定采用。","Aioga 观察：Aioga 判断：这条动态更适合作为行业观察信号，当前信息足以建立线索，但不足以推导长期结论。","影响与后续：影响分析：对相关团队而言，短期应先核对来源、可用范围和实际成本，再判断是否值得接入或跟进。 后续观察：继续观察官方文档、实际可用性、价格变化、开发者反馈和竞品回应。"]},"en":{"title":"DeepSeek published a DSec paper exposing the Agent training sandbox infrastructure, authored by Liang Wenfeng","summary":"DeepSeek published the DSec (DeepSeek Elastic Compute) paper credited to Liang Wenfeng, disclosing technical details of the sandbox infrastructure used for agent training.","category":"Industry","source":"IT之家（RSS）","aggregationSource":"IT之家（RSS）","pageTitle":"DeepSeek published a DSec paper exposing the Agent training sandbox infrastructure, authored by Liang Wenfeng - Aioga AI News","description":"DeepSeek published the DSec (DeepSeek Elastic Compute) paper credited to Liang Wenfeng, disclosing technical details of the sandbox infrastructure used for agent training.","url":"https://www.aioga.com/en/news/cmudlo7770fmerogg4hhbdvhq/","contentTranslated":true,"sourceHash":"1afbe1bf317b2db5","translatedAt":"2026-09-23T05:01:36.918Z"},"ja":{"title":"DeepSeekは梁文峰によるエージェントトレーニングサンドボックスインフラを明らかにしたDSec論文を発表しました","summary":"DeepSeekは梁文峰名義のDSec(DeepSeek Elastic Compute)論文を発表し、エージェント訓練に用いられるサンドボックスインフラの技術的詳細を明らかにしました。","category":"業界動向","source":"IT之家（RSS）","aggregationSource":"IT之家（RSS）","pageTitle":"DeepSeekは梁文峰によるエージェントトレーニングサンドボックスインフラを明らかにしたDSec論文を発表しました - Aioga AIニュース","description":"DeepSeekは梁文峰名義のDSec(DeepSeek Elastic Compute)論文を発表し、エージェント訓練に用いられるサンドボックスインフラの技術的詳細を明らかにしました。","url":"https://www.aioga.com/ja/news/cmudlo7770fmerogg4hhbdvhq/","contentTranslated":true,"sourceHash":"1afbe1bf317b2db5","translatedAt":"2026-09-23T05:01:36.080Z"},"ko":{"title":"DeepSeek는 Liang Wenfeng이 저술한 DSec 논문을 발표했습니다. 이 논문은 Agent 훈련 샌드박스 인프라를 폭로했습니다","summary":"DeepSeek는 Liang Wenfeng의 명의로 DSec(DeepSeek Elastic Compute) 논문을 발표했으며, 에이전트 교육에 사용되는 샌드박스 인프라의 기술적 세부사항을 공개했습니다.","category":"업계 동향","source":"IT之家（RSS）","aggregationSource":"IT之家（RSS）","pageTitle":"DeepSeek는 Liang Wenfeng이 저술한 DSec 논문을 발표했습니다. 이 논문은 Agent 훈련 샌드박스 인프라를 폭로했습니다 - Aioga AI 뉴스","description":"DeepSeek는 Liang Wenfeng의 명의로 DSec(DeepSeek Elastic Compute) 논문을 발표했으며, 에이전트 교육에 사용되는 샌드박스 인프라의 기술적 세부사항을 공개했습니다.","url":"https://www.aioga.com/ko/news/cmudlo7770fmerogg4hhbdvhq/","contentTranslated":true,"sourceHash":"1afbe1bf317b2db5","translatedAt":"2026-09-23T05:01:45.871Z"},"es":{"title":"DeepSeek publicó un artículo DSec que expone la infraestructura sandbox de entrenamiento de agentes, escrito por Liang Wenfeng","summary":"DeepSeek publicó el artículo DSec (DeepSeek Elastic Compute) acreditado a Liang Wenfeng, en el que revela detalles técnicos de la infraestructura sandbox utilizada para la formación de agentes.","category":"Industria","source":"IT之家（RSS）","aggregationSource":"IT之家（RSS）","pageTitle":"DeepSeek publicó un artículo DSec que expone la infraestructura sandbox de entrenamiento de agentes, escrito por Liang Wenfeng - Aioga Noticias de IA","description":"DeepSeek publicó el artículo DSec (DeepSeek Elastic Compute) acreditado a Liang Wenfeng, en el que revela detalles técnicos de la infraestructura sandbox utilizada para la formació...","url":"https://www.aioga.com/es/news/cmudlo7770fmerogg4hhbdvhq/","contentTranslated":true,"sourceHash":"1afbe1bf317b2db5","translatedAt":"2026-09-23T05:01:46.269Z"},"fr":{"title":"DeepSeek a publié un article DSec exposant l’infrastructure bac à sable d’entraînement des agents, rédigé par Liang Wenfeng","summary":"DeepSeek a publié l’article DSec (DeepSeek Elastic Compute) crédité à Liang Wenfeng, divulguant des détails techniques sur l’infrastructure bac à sable utilisée pour la formation des agents.","category":"Industrie","source":"IT之家（RSS）","aggregationSource":"IT之家（RSS）","pageTitle":"DeepSeek a publié un article DSec exposant l’infrastructure bac à sable d’entraînement des agents, rédigé par Liang Wenfeng - Aioga Actualités IA","description":"DeepSeek a publié l’article DSec (DeepSeek Elastic Compute) crédité à Liang Wenfeng, divulguant des détails techniques sur l’infrastructure bac à sable utilisée pour la formation d...","url":"https://www.aioga.com/fr/news/cmudlo7770fmerogg4hhbdvhq/","contentTranslated":true,"sourceHash":"1afbe1bf317b2db5","translatedAt":"2026-09-23T05:01:55.342Z"},"de":{"title":"DeepSeek veröffentlichte ein DSec-Paper, das die Agententrainings-Sandbox-Infrastruktur aufdeckte, verfasst von Liang Wenfeng","summary":"DeepSeek veröffentlichte das DSec-Papier (DeepSeek Elastic Compute), das Liang Wenfeng zugeschrieben wird und technische Details der Sandbox-Infrastruktur für das Agententraining offenlegte.","category":"行业动态","source":"IT之家（RSS）","aggregationSource":"IT之家（RSS）","pageTitle":"DeepSeek veröffentlichte ein DSec-Paper, das die Agententrainings-Sandbox-Infrastruktur aufdeckte, verfasst von Liang Wenfeng - Aioga KI-News","description":"DeepSeek veröffentlichte das DSec-Papier (DeepSeek Elastic Compute), das Liang Wenfeng zugeschrieben wird und technische Details der Sandbox-Infrastruktur für das Agententraining o...","url":"https://www.aioga.com/de/news/cmudlo7770fmerogg4hhbdvhq/","contentTranslated":true,"sourceHash":"1afbe1bf317b2db5","translatedAt":"2026-09-23T05:01:55.626Z"},"pt-BR":{"title":"A DeepSeek publicou um artigo DSec expondo a infraestrutura sandbox de treinamento de agentes, de autoria de Liang Wenfeng","summary":"A DeepSeek publicou o artigo DSec (DeepSeek Elastic Compute) creditado a Liang Wenfeng, revelando detalhes técnicos da infraestrutura sandbox usada para o treinamento de agentes.","category":"行业动态","source":"IT之家（RSS）","aggregationSource":"IT之家（RSS）","pageTitle":"A DeepSeek publicou um artigo DSec expondo a infraestrutura sandbox de treinamento de agentes, de autoria de Liang Wenfeng - Aioga Notícias de IA","description":"A DeepSeek publicou o artigo DSec (DeepSeek Elastic Compute) creditado a Liang Wenfeng, revelando detalhes técnicos da infraestrutura sandbox usada para o treinamento de agentes.","url":"https://www.aioga.com/pt-BR/news/cmudlo7770fmerogg4hhbdvhq/","contentTranslated":true,"sourceHash":"1afbe1bf317b2db5","translatedAt":"2026-09-23T05:02:04.788Z"},"ru":{"title":"DeepSeek опубликовала статью DSec, раскрывающую инфраструктуру песочницы для обучения агентов, автором которой является Лян Вэньфэн","summary":"DeepSeek опубликовала статью DSec (DeepSeek Elastic Compute), принадлежащую Лян Вэньфэну, в которой были раскрыты технические детали песочницы, используемой для обучения агентов.","category":"行业动态","source":"IT之家（RSS）","aggregationSource":"IT之家（RSS）","pageTitle":"DeepSeek опубликовала статью DSec, раскрывающую инфраструктуру песочницы для обучения агентов, автором которой является Лян Вэньфэн - Aioga Новости ИИ","description":"DeepSeek опубликовала статью DSec (DeepSeek Elastic Compute), принадлежащую Лян Вэньфэну, в которой были раскрыты технические детали песочницы, используемой для обучения агентов.","url":"https://www.aioga.com/ru/news/cmudlo7770fmerogg4hhbdvhq/","contentTranslated":true,"sourceHash":"1afbe1bf317b2db5","translatedAt":"2026-09-23T05:02:04.758Z"},"ar":{"title":"نشرت DeepSeek ورقة بحثية في مجال علوم البيانات تكشف عن بنية صندوق الرمل لتدريب الوكلاء، من تأليف ليانغ وينفينغ","summary":"نشرت DeepSeek ورقة DSec (الحوسبة المرنة من DeepSeek المنسوبة إلى ليانغ وينفينغ)، والتي كشفت فيها تفاصيل تقنية لبنية الصندوق الرملي المستخدمة في تدريب الوكلاء.","category":"行业动态","source":"IT之家（RSS）","aggregationSource":"IT之家（RSS）","pageTitle":"نشرت DeepSeek ورقة بحثية في مجال علوم البيانات تكشف عن بنية صندوق الرمل لتدريب الوكلاء، من تأليف ليانغ وينفينغ - Aioga أخبار الذكاء الاصطناعي","description":"نشرت DeepSeek ورقة DSec (الحوسبة المرنة من DeepSeek المنسوبة إلى ليانغ وينفينغ)، والتي كشفت فيها تفاصيل تقنية لبنية الصندوق الرملي المستخدمة في تدريب الوكلاء.","url":"https://www.aioga.com/ar/news/cmudlo7770fmerogg4hhbdvhq/","contentTranslated":true,"sourceHash":"1afbe1bf317b2db5","translatedAt":"2026-09-23T05:02:14.023Z"},"hi":{"title":"डीपसीक ने लिआंग वेनफेंग द्वारा लिखित एजेंट प्रशिक्षण सैंडबॉक्स बुनियादी ढांचे को उजागर करते हुए एक डीएसईसी पेपर प्रकाशित किया","summary":"डीपलेक, DSec (डीपसीक इलास्टिक कंप्यूट) पेपर प्रकाशित किया, जिसका श्रेय लियांग वेनफेंग को दिया गया, जिसमें एजेंट प्रशिक्षण के लिए उपयोग किए जाने वाले सैंडबॉक्स बुनियादी ढांचे के तकनीकी विवरण का खुलासा किया गया।","category":"行业动态","source":"IT之家（RSS）","aggregationSource":"IT之家（RSS）","pageTitle":"डीपसीक ने लिआंग वेनफेंग द्वारा लिखित एजेंट प्रशिक्षण सैंडबॉक्स बुनियादी ढांचे को उजागर करते हुए एक डीएसईसी पेपर प्रकाशित किया - Aioga AI समाचार","description":"डीपलेक, DSec (डीपसीक इलास्टिक कंप्यूट) पेपर प्रकाशित किया, जिसका श्रेय लियांग वेनफेंग को दिया गया, जिसमें एजेंट प्रशिक्षण के लिए उपयोग किए जाने वाले सैंडबॉक्स बुनियादी ढांचे के तकन...","url":"https://www.aioga.com/hi/news/cmudlo7770fmerogg4hhbdvhq/","contentTranslated":true,"sourceHash":"1afbe1bf317b2db5","translatedAt":"2026-09-23T05:02:14.029Z"},"it":{"title":"DeepSeek ha pubblicato un articolo DSec che espone l'infrastruttura sandbox di addestramento degli agenti, scritto da Liang Wenfeng","summary":"DeepSeek ha pubblicato l'articolo DSec (DeepSeek Elastic Compute) accreditato a Liang Wenfeng, che ha rivelato dettagli tecnici sull'infrastruttura sandbox utilizzata per l'addestramento degli agenti.","category":"行业动态","source":"IT之家（RSS）","aggregationSource":"IT之家（RSS）","pageTitle":"DeepSeek ha pubblicato un articolo DSec che espone l'infrastruttura sandbox di addestramento degli agenti, scritto da Liang Wenfeng - Aioga Notizie IA","description":"DeepSeek ha pubblicato l'articolo DSec (DeepSeek Elastic Compute) accreditato a Liang Wenfeng, che ha rivelato dettagli tecnici sull'infrastruttura sandbox utilizzata per l'addestr...","url":"https://www.aioga.com/it/news/cmudlo7770fmerogg4hhbdvhq/","contentTranslated":true,"sourceHash":"1afbe1bf317b2db5","translatedAt":"2026-09-23T05:02:23.305Z"},"nl":{"title":"DeepSeek publiceerde een DSec-artikel waarin de Agent-trainingssandbox-infrastructuur werd blootgelegd, geschreven door Liang Wenfeng","summary":"DeepSeek publiceerde het DSec (DeepSeek Elastic Compute) artikel dat aan Liang Wenfeng werd toegeschreven, waarin technische details werden onthuld over de sandbox-infrastructuur die werd gebruikt voor agententraining.","category":"行业动态","source":"IT之家（RSS）","aggregationSource":"IT之家（RSS）","pageTitle":"DeepSeek publiceerde een DSec-artikel waarin de Agent-trainingssandbox-infrastructuur werd blootgelegd, geschreven door Liang Wenfeng - Aioga AI-nieuws","description":"DeepSeek publiceerde het DSec (DeepSeek Elastic Compute) artikel dat aan Liang Wenfeng werd toegeschreven, waarin technische details werden onthuld over de sandbox-infrastructuur d...","url":"https://www.aioga.com/nl/news/cmudlo7770fmerogg4hhbdvhq/","contentTranslated":true,"sourceHash":"1afbe1bf317b2db5","translatedAt":"2026-09-23T05:02:23.225Z"},"tr":{"title":"DeepSeek, Liang Wenfeng'in yazdığı Ajan eğitim kum havuzu altyapısını ortaya çıkaran bir DSec makalesi yayımladı","summary":"DeepSeek, Liang Wenfeng'e atfedilen DSec (DeepSeek Elastic Compute) makalesini yayımladı ve ajan eğitimi için kullanılan kum kutusu altyapısının teknik detaylarını açıkladı.","category":"行业动态","source":"IT之家（RSS）","aggregationSource":"IT之家（RSS）","pageTitle":"DeepSeek, Liang Wenfeng'in yazdığı Ajan eğitim kum havuzu altyapısını ortaya çıkaran bir DSec makalesi yayımladı - Aioga AI Haberleri","description":"DeepSeek, Liang Wenfeng'e atfedilen DSec (DeepSeek Elastic Compute) makalesini yayımladı ve ajan eğitimi için kullanılan kum kutusu altyapısının teknik detaylarını açıkladı.","url":"https://www.aioga.com/tr/news/cmudlo7770fmerogg4hhbdvhq/","contentTranslated":true,"sourceHash":"1afbe1bf317b2db5","translatedAt":"2026-09-23T05:02:32.240Z"},"vi":{"title":"DeepSeek đã công bố một bài báo DSec phơi bày hạ tầng sandbox huấn luyện Agent, do Liang Wenfeng viết","summary":"DeepSeek đã công bố bài báo DSec (DeepSeek Elastic Compute) được ghi công cho Liang Wenfeng, tiết lộ chi tiết kỹ thuật về hạ tầng sandbox được sử dụng để đào tạo agent.","category":"行业动态","source":"IT之家（RSS）","aggregationSource":"IT之家（RSS）","pageTitle":"DeepSeek đã công bố một bài báo DSec phơi bày hạ tầng sandbox huấn luyện Agent, do Liang Wenfeng viết - Tin tức AI Aioga","description":"DeepSeek đã công bố bài báo DSec (DeepSeek Elastic Compute) được ghi công cho Liang Wenfeng, tiết lộ chi tiết kỹ thuật về hạ tầng sandbox được sử dụng để đào tạo agent.","url":"https://www.aioga.com/vi/news/cmudlo7770fmerogg4hhbdvhq/","contentTranslated":true,"sourceHash":"1afbe1bf317b2db5","translatedAt":"2026-09-23T05:02:31.791Z"},"id":{"title":"DeepSeek menerbitkan makalah DSec yang mengungkap infrastruktur sandbox pelatihan Agen, ditulis oleh Liang Wenfeng","summary":"DeepSeek menerbitkan makalah DSec (DeepSeek Elastic Compute) yang dikreditkan kepada Liang Wenfeng, mengungkapkan detail teknis infrastruktur sandbox yang digunakan untuk pelatihan agen.","category":"行业动态","source":"IT之家（RSS）","aggregationSource":"IT之家（RSS）","pageTitle":"DeepSeek menerbitkan makalah DSec yang mengungkap infrastruktur sandbox pelatihan Agen, ditulis oleh Liang Wenfeng - Berita AI Aioga","description":"DeepSeek menerbitkan makalah DSec (DeepSeek Elastic Compute) yang dikreditkan kepada Liang Wenfeng, mengungkapkan detail teknis infrastruktur sandbox yang digunakan untuk pelatihan...","url":"https://www.aioga.com/id/news/cmudlo7770fmerogg4hhbdvhq/","contentTranslated":true,"sourceHash":"1afbe1bf317b2db5","translatedAt":"2026-09-23T05:02:41.326Z"},"th":{"title":"DeepSeek ได้เผยแพร่บทความ DSec ที่เปิดเผยโครงสร้างพื้นฐาน Agent training sandbox ซึ่งเขียนโดย Liang Wenfeng","summary":"DeepSeek ได้เผยแพร่บทความ DSec (DeepSeek Elastic Compute) ที่ได้รับเครดิตให้กับ Liang Wenfeng โดยเปิดเผยรายละเอียดทางเทคนิคของโครงสร้างพื้นฐาน sandbox ที่ใช้สําหรับการฝึกอบรมตัวแทน","category":"行业动态","source":"IT之家（RSS）","aggregationSource":"IT之家（RSS）","pageTitle":"DeepSeek ได้เผยแพร่บทความ DSec ที่เปิดเผยโครงสร้างพื้นฐาน Agent training sandbox ซึ่งเขียนโดย Liang Wenfeng - ข่าว AI Aioga","description":"DeepSeek ได้เผยแพร่บทความ DSec (DeepSeek Elastic Compute) ที่ได้รับเครดิตให้กับ Liang Wenfeng โดยเปิดเผยรายละเอียดทางเทคนิคของโครงสร้างพื้นฐาน sandbox ที่ใช้สําหรับการฝึกอบรมตัวแทน","url":"https://www.aioga.com/th/news/cmudlo7770fmerogg4hhbdvhq/","contentTranslated":true,"sourceHash":"1afbe1bf317b2db5","translatedAt":"2026-09-23T05:02:41.220Z"},"pl":{"title":"DeepSeek opublikował artykuł DSec ujawniający infrastrukturę sandboxu szkoleniowego dla agentów, autorstwa Liang Wenfenga","summary":"DeepSeek opublikował artykuł DSec (DeepSeek Elastic Compute) przypisany Liang Wenfeng, ujawniający techniczne szczegóły infrastruktury sandbox wykorzystywanej do szkolenia agentów.","category":"行业动态","source":"IT之家（RSS）","aggregationSource":"IT之家（RSS）","pageTitle":"DeepSeek opublikował artykuł DSec ujawniający infrastrukturę sandboxu szkoleniowego dla agentów, autorstwa Liang Wenfenga - Aioga Wiadomości AI","description":"DeepSeek opublikował artykuł DSec (DeepSeek Elastic Compute) przypisany Liang Wenfeng, ujawniający techniczne szczegóły infrastruktury sandbox wykorzystywanej do szkolenia agentów.","url":"https://www.aioga.com/pl/news/cmudlo7770fmerogg4hhbdvhq/","contentTranslated":true,"sourceHash":"1afbe1bf317b2db5","translatedAt":"2026-09-23T05:02:50.531Z"}},"evidenceTier":"verified-news","reviewStatus":"automated-ingest","indexable":true,"editorialCover":""}}