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攻击风险。","url":"https://www.51cto.com/article/860852.html","mobileUrl":"https://www.51cto.com/article/860852.html"},{"id":860833,"title":"Jev独立于OCR的质量判别器，可接入 MinerU","cover":"https://s2.51cto.com/oss/202611/10/162e23875986a4c399c5171db6aefe9ef975a2.jpg?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232","desc":"OCR 的演进，从\"能识别\"，到\"识别得准\"，再到\"识别得快\"。MiniCPM-OCR + Jev 给出的下一步，是\"识别结果可以被信任\"。","url":"https://www.51cto.com/article/860833.html","mobileUrl":"https://www.51cto.com/article/860833.html"},{"id":860816,"title":"RSI优化器上新，经验可继承","cover":"https://s2.51cto.com/oss/202611/10/159944c88236b2a52c4435b3de80a4fd67fcad.jpg?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232","desc":"可复用知识和在线适应是互补的，跨run进化的策略还会特化，5代之后held-out分见顶。对做RSI的人，它的对照设计和诚实标注（包括一次意外读取留出任务的自曝）值得当模板。","url":"https://www.51cto.com/article/860816.html","mobileUrl":"https://www.51cto.com/article/860816.html"},{"id":860737,"title":"面试官问：Tomcat 为什么要\"背叛\"双亲委派？我把 loadClass 源码拆给你看","cover":"https://s2.51cto.com/oss/202611/10/c686e5067cdd9b53f4a544bd095de074195597.jpg?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232","desc":"\"因为双亲委派管的是委派顺序，不是 JVM 的硬约束。JDBC 用线程上下文加载器让父借子的手，Tomcat 把 WEB-INF 提到父加载器之前做应用隔离，OSGi 干脆换成网状结构，但它们都没碰 java. 这条红线。要改，就重写 loadClass；只重写 findClass，顺序还在。\"","url":"https://www.51cto.com/article/860737.html","mobileUrl":"https://www.51cto.com/article/860737.html"},{"id":860861,"title":"这款20.4K+ Star的开源OpenMausBot确实很强，可以把多个Agent拉进一个群干活！","cover":"https://s2.51cto.com/oss/202611/11/c419f9e66af5b994d9293422b3e45d615b08c1.jpg?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232","desc":"如果你只开一个 Agent，或者终端一直只有一两个标签页，OpenMausBot 对你来说大概率偏重。它不会让模型更聪明，也不会让单个任务跑得更快。","url":"https://www.51cto.com/article/860861.html","mobileUrl":"https://www.51cto.com/article/860861.html"},{"id":860860,"title":"为什么很多大厂项目没有 spring-boot-starter-parent？背后的 Maven 真相","cover":"https://s2.51cto.com/oss/202611/11/5832b2131c26c4aa41d1410489750d23c7360a.jpg?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232","desc":"如果这些东西全部自己搞，你可能还没开始做菜，就已经累趴下了，于是你选择了一座精装修的小区，你搬进去之后发现：房子已经装修好了，水电通了，网络有了，物业规则也已经制定好了，你只需要专心做自己的事情。","url":"https://www.51cto.com/article/860860.html","mobileUrl":"https://www.51cto.com/article/860860.html"},{"id":860859,"title":"谷歌最强AI「碳」全球解禁！再现人类首次登月","cover":"https://s2.51cto.com/oss/202611/11/c604d8326836e9d6072399763f9cd762ec0dce.jpg?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232","desc":"谷歌迄今最强的王炸模型，全量解禁了！劈柴正式官宣，新一代旗舰Gemini 4 Carbon，面向全球开放！","url":"https://www.51cto.com/article/860859.html","mobileUrl":"https://www.51cto.com/article/860859.html"},{"id":860858,"title":"Gemini 4 Carbon连夜上桌！力压Fable 5.2花费仅一半，还挖出了PHP同级漏洞…","cover":"https://s2.51cto.com/oss/202611/11/043caec35e47b8dc36f610dc54edf171ff833b.jpg?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232","desc":"刚刚，谷歌这个誓要重回牌桌，拳打Claude Opus 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应该往哪里走。","url":"https://www.51cto.com/article/860845.html","mobileUrl":"https://www.51cto.com/article/860845.html"},{"id":860822,"title":"设计通用的营销活动之邀请好友助力的实现方案","cover":"https://s2.51cto.com/oss/202611/10/6173583191d43e1cd192781c55035ab0263877.jpg?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232","desc":"\"邀请好友助力\"的活动通过让利（优惠、免单、抽奖等）激励用户主动分享，借助好友间的信任背书实现新客触达与转化，形成\"老带新—新变老\"的增长闭环。那么如何设计邀请好友助力的设计方案呢？","url":"https://www.51cto.com/article/860822.html","mobileUrl":"https://www.51cto.com/article/860822.html"},{"id":860843,"title":"业界各类Agent与沙箱结合形态调研","cover":"https://s2.51cto.com/oss/202611/10/69ac29359543de303bd972c0b8855831d448b4.jpg?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232","desc":"自研沙箱需要回答两个问题：Agent 系统里，决策逻辑和不可信执行分别放在哪里；不同 Agent 场景需要什么样的执行环境与安全默认值。","url":"https://www.51cto.com/article/860843.html","mobileUrl":"https://www.51cto.com/article/860843.html"},{"id":860838,"title":"NeurIPS 2026｜小红书内容智能与生成组 AIGC 算法团队提出多图合成一致性优化新方法 DeCoRL","cover":"https://s2.51cto.com/oss/202611/10/35f82af992f24b76f690917ba53e1179ea0b01.png?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232","desc":"小红书智创 AIGC 团队提出多图合成一致性优化框架 DeCoRL，框架主要面向多张参考图融合时容易出现的身份混淆、属性漂移和目标遗漏问题。","url":"https://www.51cto.com/article/860838.html","mobileUrl":"https://www.51cto.com/article/860838.html"},{"id":860811,"title":"知识回顾：容器数据卷与目录挂载十道面试题，Docker 必问","cover":"https://s2.51cto.com/oss/202611/10/4262736002c45112fdb43733be7a0a597f085a.png?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232","desc":"Docker 数据持久化是容器从跑镜像到稳定业务系统的关键，核心是\"绕过可写层存宿主机\"。","url":"https://www.51cto.com/article/860811.html","mobileUrl":"https://www.51cto.com/article/860811.html"},{"id":860854,"title":"Netty源 码硬核拆解：NioEventLoopGroup 如何管理一群 EventLoop？","cover":"https://s2.51cto.com/oss/202611/10/36b4f19872a4f59a677995420eae8c497cf226.png?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232","desc":"NioEventLoopGroup 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越套越深。","url":"https://www.51cto.com/article/860810.html","mobileUrl":"https://www.51cto.com/article/860810.html"},{"id":860837,"title":"Agent 递归自我改进工程架构实践","cover":"https://s2.51cto.com/oss/202611/10/c15c2a64940d2a765f27280c45cb96741e7bec.jpg?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232","desc":"这篇文章我不按论文顺序展开。我想换个更实用的角度：如果今天要我设计一套能进生产环境的 Agent 自进化系统，我会怎么拆。","url":"https://www.51cto.com/article/860837.html","mobileUrl":"https://www.51cto.com/article/860837.html"}],"fromCache":true,"updateTime":"2026-11-11T15:12:22.329Z"}