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            "time": "2026-11-14 08:54:07",
            "title": "英伟达内部炸锅！员工集体逼宫董事会「把老黄请回来」，马斯克都签了",
            "desc": "反转了！就在刚刚，英伟达员工联名请愿，逼宫董事会：你们下台，让老黄回来！11月12日，英伟达正式失去黄仁勋。他提交了辞职申请，而在此前，董事会就已经决定辞退他。而现在，英伟达内部，爆发了一场大「兵变」。",
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            "time": "2026-11-13 18:06:10",
            "title": "AI工程师不够用了！吴恩达谈AI工程师的四项能力：开发者的基础能力不够，看不懂Agent做了那些取舍",
            "desc": "吴恩达列出的四组能力，放到这样一个项目里才有分量：有人用Agent推进开发，有人看懂工程取舍，有人把AI应用接入真实服务，也有人决定它究竟被允许替用户做什么。AI工程师的工作并没有随着代码生成提速而消失；难度转移到了这些需要一起说清、一起验收的地方。",
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            "time": "2026-11-13 14:03:27",
            "title": "把餐单搭成积木：HarmonyOS 6 的 Builder 与独立菜品组件",
            "desc": "1.前言餐单上有南瓜浓汤、菌菇烩饭和柠檬气泡水，每一份都带加减按钮。写到这里，很容易把三行内容复制三遍；再往下，又可能用一个Builder...",
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            "time": "2026-11-13 13:25:38",
            "title": "黄仁勋辞职当晚，我翻了一遍英伟达的家底，短期垮不了，但有件事回不去了",
            "desc": "没过多久，特朗普在社交平台上补了一句，说能接替他的人只有一个，苹果的蒂姆·库克，一位传奇接替另一位传奇。盘中，英伟达股价一度跌超14%，离10月初的历史高点，已经回撤近四成。这篇我不聊八卦，只想把一个问题聊透。",
            "url": "https://www.51cto.com/article/861171.html",
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            "time": "2026-11-13 12:33:24",
            "title": "HarmonyOS动画衔接实战：让卡片跟随手势自然展开",
            "desc": "大家好，今天介绍一下HarmonyOS中的手势与动画衔接。在通知面板、播放器和详情卡片中，用户通常可以拖动卡片查看内容。手指移动时，卡片需...",
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            "time": "2026-11-13 09:49:57",
            "title": "软件越做越慢，中台建了烟囱还在：Palantir 本体 OSDK，解开 Agent 落地的底层架构瓶颈",
            "desc": "对于 Palantir 而言，他们用本体（Ontology）重新定义了企业软件的构建方式。",
            "url": "https://www.51cto.com/article/861154.html",
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            "time": "2026-11-13 09:38:56",
            "title": "测试自动化里的智能体 Harness：为什么你的 AI 跑测试总像在碰运气",
            "desc": "在测试自动化这个场景里，Harness 到底该怎么搭。我们会拆开看四件事：Harness 本体、代码索引与记忆、分层模型路由，以及让一切不跑偏的 AI 治理。",
            "url": "https://www.51cto.com/article/861152.html",
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            "time": "2026-11-13 09:27:00",
            "title": "JavaScript：navigator 对象到底有什么用？一篇文章彻底搞懂！",
            "desc": "如果说 window 像是浏览器这栋房子的“大管家”，那么 navigator 就更像是管家手里的“用户环境登记簿”，它记录了浏览器的一些基本信息，还提供了一些与浏览器能力、插件、协议处理等相关的接口。",
            "url": "https://www.51cto.com/article/861147.html",
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            "time": "2026-11-13 09:19:56",
            "title": "服务器卡顿只会敲 top？CPU 内存磁盘排查，看这一篇就够了",
            "desc": "本文把日常最高频的五个监控命令一次性讲透，覆盖指标解读、常用参数与经典坑点，快速定位性能瓶颈。",
            "url": "https://www.51cto.com/article/861146.html",
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            "index": 10,
            "time": "2026-11-13 09:16:01",
            "title": "257字节，竟绕过SSH",
            "desc": "事情从一次让我摸不着头脑的登录开始，最后查到的原因，是一个字符承载了两种含义。OpenSSH 10.6p2 提供了上游修复，Alpine 也发布了补丁包。管理员还得完成更新，并重启 ​​sshd​​，让旧进程退出。",
            "url": "https://www.51cto.com/article/861145.html",
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        {
            "index": 11,
            "time": "2026-11-13 09:15:00",
            "title": "EMNLP 2026｜如何记住发生过的事？EM²Mem让记忆连接人与经历",
            "desc": "来自浙江大学与联想集团的研究团队合作提出 EM²Mem（Event-Centric Multimodal Memory），以事件为中心构建多模态长期记忆。",
            "url": "https://www.51cto.com/article/861127.html",
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        },
        {
            "index": 12,
            "time": "2026-11-13 09:13:00",
            "title": "Grok Bot 1.0正式发布！马斯克教AI和你的团队一起工作",
            "desc": "刚刚，Grok Bot 1.0 版本正式发布了。「机器人可以共享，并且比以往任何时候都更具协作性和能力。」",
            "url": "https://www.51cto.com/article/861126.html",
            "imgsrc": "https://s2.51cto.com/oss/202611/13/67a2ab186e33090701939087b9dfa90cba74b6.png?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232"
        },
        {
            "index": 13,
            "time": "2026-11-13 09:12:00",
            "title": "64张B300、不到5天，FireFlash比肩Fable 5与GPT-6Sol，单任务成本低30倍！",
            "desc": "近日，Wenbo Hu、Nanyun Peng、Dakuo Wang、Kai-Wei Chang 等研究者在 Agent Economics 博客上发布了 FireFlash。",
            "url": "https://www.51cto.com/article/861125.html",
            "imgsrc": "https://s2.51cto.com/oss/202611/13/d4b8dc484249b210d21258412ba624341c6994.jpg?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232"
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        {
            "index": 14,
            "time": "2026-11-13 09:10:00",
            "title": "破局机器人长任务难题！港中深联合A* STAR等团队提出LOGIV，以Gragh Engineering迈向可靠具身智能",
            "desc": "一个动作明明已经成功，为什么整项任务还是会在下一步失败？机器人真正缺少的，究竟是更强的动作模型，还是组织这些动作的系统？",
            "url": "https://www.51cto.com/article/861124.html",
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        },
        {
            "index": 15,
            "time": "2026-11-13 09:08:00",
            "title": "下一代语言模型架构走向何方？LSTM之父领衔，KAUST、港大、华为等共同发布领域全面综述",
            "desc": "最近，「LSTM 之父」Jürgen Schmidhuber 领衔，来自香港大学、KAUST、华为、香港中文大学、北京大学等机构的研究者合作发布了面向大语言模型架构研究领域的深度技术综述。",
            "url": "https://www.51cto.com/article/861122.html",
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        },
        {
            "index": 16,
            "time": "2026-11-13 09:07:00",
            "title": "英伟达，从此再无CEO黄仁勋！",
            "desc": "黄仁勋正式辞去总裁、首席执行官和董事会成员全部职务，即刻生效！",
            "url": "https://www.51cto.com/article/861121.html",
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        },
        {
            "index": 17,
            "time": "2026-11-13 09:05:00",
            "title": "诺奖得主Hassabis再交神作！AlphaGenome 2破译人类98%基因「暗物质」",
            "desc": "诺奖得主哈萨比斯亲自挂帅，带领谷歌DeepMind正式发布新一代DNA基础模型AlphaGenome 2。",
            "url": "https://www.51cto.com/article/861120.html",
            "imgsrc": "https://s2.51cto.com/oss/202611/13/8449bca87f09757dc49813bd97d95018ee5b72.jpg?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232"
        },
        {
            "index": 18,
            "time": "2026-11-13 09:04:14",
            "title": "Seata已正式接入AI！",
            "desc": "回到最初的问题：Seata 接入 AI，到底接了什么？它把“分布式事务管理”这件事，从“人找问题”变成了“AI 帮你找问题”。以前排查一个异常事务，你要登录 Console、翻列表、找 XID、点分支、看日志，十几分钟起步。现在你只需要问一句“最近有哪些异常事务”，AI 帮你查、帮你整理、帮你分析可能的原因。排查的起点从“找到问题”变成了“确认问题”。",
            "url": "https://www.51cto.com/article/861143.html",
            "imgsrc": "https://s2.51cto.com/oss/202611/13/d58791854a9f9e1eb9467449b038c10a0a9f0c.png?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232"
        },
        {
            "index": 19,
            "time": "2026-11-13 09:03:00",
            "title": "谷歌发布首个决策模型！输出全免费，百万Token低至0.1美元",
            "desc": "劈柴宣布：今天，谷歌正式上线Gemini Decisions API，由Gemini Decision 1 模型提供支持。",
            "url": "https://www.51cto.com/article/861118.html",
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        },
        {
            "index": 20,
            "time": "2026-11-13 09:02:00",
            "title": "Coding agent写测试集体失败！AI代码合格率被高估一倍",
            "desc": "近日，南京大学刘佳恒老师团队提出了新的测试生成Benchmark TestPrism，包含来自17个来源的300个测试任务和3000个候选实现，每个任务都配有经过验证的正确与错误实现面板，并以Joint Success Function（JSF）作为核心指标。",
            "url": "https://www.51cto.com/article/861117.html",
            "imgsrc": "https://s2.51cto.com/oss/202611/12/956ca4d81bb5c9a81b7305949eca5024844419.jpg?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232"
        },
        {
            "index": 21,
            "time": "2026-11-13 09:01:11",
            "title": "JSX 不一定要配 React！这个框架让服务器直接生成 HTML",
            "desc": "Jeasx 是一个面向 Node.js 的服务端渲染框架，核心思路就是：用 JSX 写页面和接口，在服务器上完成渲染，最终向浏览器发送 HTML。",
            "url": "https://www.51cto.com/article/861142.html",
            "imgsrc": "https://s2.51cto.com/oss/202611/13/96647b614065706788c038d0e945bc812232ac.jpg?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232"
        },
        {
            "index": 22,
            "time": "2026-11-13 09:00:57",
            "title": "SQL 只跑了 300ms，接口却用了 12 秒：我把 10 万条 List 直接返回给前端了",
            "desc": "前段时间排查一个后台查询接口，现象特别奇怪。用户点击“查询全部客户”，页面差不多 12 秒以后才有结果。第一反应当然是数据库慢，于是把 SQL 单独拿出来执行，结果只用了 300 多毫秒。加索引没什么变化，换 SQL 也没什么变化。",
            "url": "https://www.51cto.com/article/861141.html",
            "imgsrc": "https://s2.51cto.com/oss/202611/13/04cebe99954e7c1e4848427bda2eee5243d28f.png?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232"
        },
        {
            "index": 23,
            "time": "2026-11-13 09:00:00",
            "title": "为数十亿事件构建 Agentic Knowledge Graph：复现 Netflix 式本体驱动可观测性",
            "desc": "2024 年 11 月 Mike Tyson 对阵 Jake Paul 时，Netflix 向约 6,500 万个并发流交付了这场比赛，同时每秒记录超过 3,800 万个事件。那么，当首页渲染速度变慢 1.5 秒时会发生什么？",
            "url": "https://www.51cto.com/article/861103.html",
            "imgsrc": "https://s2.51cto.com/oss/202611/12/34574ff9092256e7979358fb8a20e03d856421.jpg?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232"
        },
        {
            "index": 24,
            "time": "2026-11-13 08:58:00",
            "title": "黄仁勋接班人候选名单曝光！CUDA之父和老黄亲女儿成头号热门",
            "desc": "WSJ爆料之后，彭博又跟进了一条更具体的消息：英伟达正与一家外部机构合作，物色下一任CEO。",
            "url": "https://www.51cto.com/article/861116.html",
            "imgsrc": "https://s2.51cto.com/oss/202611/12/64c723b95795900e44395115b1c9b232ac51cc.jpg?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232"
        },
        {
            "index": 25,
            "time": "2026-11-13 08:57:00",
            "title": "前OpenAI研究员改口：超级AI研究员可能明年就来！",
            "desc": "AI Futures Project公布了新一轮预测（Q3.5）。署名作者一致认为，如果前沿AI研发没有显著主动放缓，超级AI研究员很可能在2027年出现。",
            "url": "https://www.51cto.com/article/861114.html",
            "imgsrc": "https://s2.51cto.com/oss/202611/12/e9b382807ae5e9a6de14701668e6a9b36d83e9.jpg?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232"
        },
        {
            "index": 26,
            "time": "2026-11-13 08:55:00",
            "title": "深度研究准确率提升4.97个百分点！清华腾讯让Agent学会“论功行赏”",
            "desc": "来自清华大学季向阳教授团队与腾讯的研究者据此提出TreeOPSD，尝试改进这类长程任务的强化学习训练。",
            "url": "https://www.51cto.com/article/861113.html",
            "imgsrc": "https://s2.51cto.com/oss/202611/12/f9b8f7f571f2b59cfd8423ce974779516dd0f2.png?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232"
        },
        {
            "index": 27,
            "time": "2026-11-13 08:53:00",
            "title": "多模态“源神”！MiniMax开源SOTA生图模型，原生4K，一张两毛",
            "desc": "继开源视频旗舰H3广受好评后，最新的图像模型——H3-Image，再次席卷全网。",
            "url": "https://www.51cto.com/article/861112.html",
            "imgsrc": "https://s2.51cto.com/oss/202611/12/599c51149025382d2284502de4e32a782b64bd.png?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232"
        },
        {
            "index": 28,
            "time": "2026-11-13 08:52:30",
            "title": "Claude Fable 5.2证明了，AI可以靠代码吞噬一切",
            "desc": "Claude Fable 5.2出来一天的时间了，然后，所有的社媒、社群都玩疯了。我的X的时间线，更是几乎全部都是Claude Fable 5.2。当然我知道你肯定会问今天凌晨Gemini 4 Carbon不是也正式上线了吗，跟Fable 5.2比怎么样，我自己确实也实测了，跑了不少的case。",
            "url": "https://www.51cto.com/article/861140.html",
            "imgsrc": "https://s2.51cto.com/oss/202611/13/435cf9e80142358d2779817cc341ab8536cc5b.jpg?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232"
        },
        {
            "index": 29,
            "time": "2026-11-13 08:52:00",
            "title": "AI能从DNA锁定致病细胞了！谷歌AlphaGenome 2帮助糖尿病癌症寻找新药靶点",
            "desc": "现在，Google DeepMind发布了新一代DNA序列预测模型AlphaGenome 2。",
            "url": "https://www.51cto.com/article/861110.html",
            "imgsrc": "https://s2.51cto.com/oss/202611/12/d20867f10e71e76cf31581e39042f9f7f3620d.png?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232"
        },
        {
            "index": 30,
            "time": "2026-11-13 08:50:00",
            "title": "《Python之禅》作者去世，Python之父：没有他就没有今天的Python",
            "desc": "刚刚，Python之父Guido van Rossum宣布，写下这首诗的Tim Peters已经离开人世。",
            "url": "https://www.51cto.com/article/861109.html",
            "imgsrc": "https://s2.51cto.com/oss/202611/12/a1a376c80b2b24359e1599673b53a5cec90d4b.png?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232"
        },
        {
            "index": 31,
            "time": "2026-11-13 08:46:39",
            "title": "第 44 篇：网络抖动、接口偶发卡顿？抓包看懂 TCP 丢包重传真相",
            "desc": "今天不扯虚的，直接上手抓包，把TCP重传、重复ACK、零窗口这些标记掰开揉碎讲清楚，看完你也能精准定位故障点——下次再有人跟你说\"网络抖动\"，你可以直接把报文截图甩他脸上。",
            "url": "https://www.51cto.com/article/861139.html",
            "imgsrc": "https://s2.51cto.com/oss/202611/12/c2b675c858352b72fef29932c026e555bd0188.jpg?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232"
        },
        {
            "index": 32,
            "time": "2026-11-13 08:42:09",
            "title": "重要的心理意象：治愈多模态推理中的潜在崩溃",
            "desc": "有些模型会在文字推理之间生成几组连续向量，作为中间视觉状态。它们可以保留图像条件下的信息，并由后续步骤读取，整个过程无需把向量渲染成像素。如果把模型刚刚生成的状态拿掉，或者换成另一道题的状态，模型还会给出同一个答案吗？",
            "url": "https://www.51cto.com/article/861138.html",
            "imgsrc": "https://s2.51cto.com/oss/202611/13/376ac081191ff4b0223711b56fd1a3bfc25adc.jpg?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232"
        },
        {
            "index": 33,
            "time": "2026-11-13 08:39:06",
            "title": "11 款上下文图谱工具横评：AI Agent 摔跟头，九成怪上下文不怪模型",
            "desc": "企业已在生产环境跑起 AI Agent，但故障多源于\"上下文\"而非模型。OvalEdge 横评 11 款上下文图谱工具，分企业平台与开发者框架两类，给选型一张可证成的地图。",
            "url": "https://www.51cto.com/article/861137.html",
            "imgsrc": "https://s2.51cto.com/oss/202611/13/69ab8300509a51fc21e74660f9dab71641cb99.png?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232"
        },
        {
            "index": 34,
            "time": "2026-11-13 08:31:07",
            "title": "OpenClaw、Hermes 都学不会“吃一堑长一智”，训一个 9B 小模型反而做到了",
            "desc": "OpenClaw、Hermes Agent、Prime Agent 这类 Agent 框架，常被说成能“边干边学”：做过的事记成笔记，下次直接拿来用。",
            "url": "https://www.51cto.com/article/861136.html",
            "imgsrc": "https://s2.51cto.com/oss/202611/13/61ee33111c6a90aa56e579147ab2beab3daee4.png?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232"
        },
        {
            "index": 35,
            "time": "2026-11-13 08:29:02",
            "title": "附实测 | Qoder首发Qwen4-Max-Preview，两折体验",
            "desc": "在Qoder里测下来，Qwen4-Max-Preview在代码质量、前端审美、3D能力和Tool Use方面都挺强的，加上Qoder自身在Coding领域的Harness积累，非常适合Vibe Coding。",
            "url": "https://www.51cto.com/article/861135.html",
            "imgsrc": "https://s2.51cto.com/oss/202611/13/64cd57326bcf6cdbdc36103bfcffd6718d7934.png?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232"
        },
        {
            "index": 36,
            "time": "2026-11-13 08:25:00",
            "title": "家人们，今天给 WorkBuddy 上点强度了",
            "desc": "随着 WorkBuddy 不断更新和迭代，功能也越来越多了。我用 WorkBuddy 也有一段时间了，趁着这两天总结了一下 WorkBuddy 中 10 个非常实用的功能。",
            "url": "https://www.51cto.com/article/861102.html",
            "imgsrc": "https://s2.51cto.com/oss/202611/12/0441eeb17cfcefb41c9424bb3236b488f5abbb.jpg?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232"
        },
        {
            "index": 37,
            "time": "2026-11-13 08:23:14",
            "title": "多 agent 失败后该改哪里？EMMA按原因修改提示、skill或任务分工",
            "desc": "多 agent 工作流答错了，该补一条通用提示、修改解题流程，还是重新分配任务？这些改法影响的范围不同：偶发失误若写成长期规则，可能干扰后续任务；任务拆错了，继续补解题流程也未必能修好。",
            "url": "https://www.51cto.com/article/861134.html",
            "imgsrc": "https://s2.51cto.com/oss/202611/13/63e6c4605a5338c8fb6515587b0bd3f0301ca8.jpg?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232"
        },
        {
            "index": 38,
            "time": "2026-11-13 08:18:19",
            "title": "张一鸣内部定调：字节追平OpenAI最早2029年，中国版Muse几周内上线",
            "desc": "据彭博援引知情人士，这番话出自他最近对 AI 团队的一次全员会。同一场会上还定了一件更近的事：几周内，字节要推出一个类似 Meta Muse 的 AI 助手。字节发言人没有回应彭博的置评请求。",
            "url": "https://www.51cto.com/article/861133.html",
            "imgsrc": "https://s2.51cto.com/oss/202611/13/c1fd1800733dfa98ab3290158ea93aaab72028.jpg?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232"
        },
        {
            "index": 39,
            "time": "2026-11-13 08:01:37",
            "title": "多级缓存与热点数据：Caffeine + Redis + 热Key探测",
            "desc": "带走清单四条：多级缓存链路\"本地→Redis→DB\"，本地解决热Key和延迟，Redis解决共享一致性；Caffeine容量小过期短，Redis容量大过期长，本地比Redis短才一致；热Key识别（hotkey/频率/预判）+本地化+回源限流；穿透布隆过滤器、击穿互斥锁、雪崩过期加随机值，三个解法别记混。",
            "url": "https://www.51cto.com/article/861131.html",
            "imgsrc": "https://s2.51cto.com/oss/202611/13/a99ffa281148f68e6f1478f2881da6239ec496.jpg?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232"
        },
        {
            "index": 40,
            "time": "2026-11-13 08:00:00",
            "title": "零 PaddlePaddle 依赖！Spring Boot + PP-OCRv6 图像识别（内置八种证件）",
            "desc": "PaddlePaddle 百度飞桨推出的开源深度学习框架，支持全场景AI模型开发部署，适配CPU/GPU多硬件环境，内置丰富预训练模型库，大幅降低OCR、CV等场景开发门槛，生态成熟易用性强。",
            "url": "https://www.51cto.com/article/861009.html",
            "imgsrc": "https://s2.51cto.com/oss/202611/12/8979a596787d3bd1220545fbceddd2f16f3c47.jpg?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232"
        },
        {
            "index": 41,
            "time": "2026-11-13 08:00:00",
            "title": "Agent自我改进，诊断标准也得跟着变？RuHarness让Harness针对新弱点持续优化",
            "desc": "RuHarness让诊断标准与harness一起更新：从执行轨迹中发现当前弱点，再据此修改相关部件。模型参数、任务目标与最终评测协议保持不变。在Qwen3.5-35B-A3B上，它的五领域留出平均分为53.7，比该项最强对照高4.5分；这不是调整最终评分办法后得到的分数。",
            "url": "https://www.51cto.com/article/860976.html",
            "imgsrc": "https://s2.51cto.com/oss/202611/12/845aa6c18ba66264f1f76896ed7a74cc3505c2.jpg?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232"
        },
        {
            "index": 42,
            "time": "2026-11-13 07:58:20",
            "title": "B站Java社招二面：首页日均亿级PV，推荐流到底是怎么扛住的？",
            "desc": "很多同学听到这里，脑子里可能立刻冒出几个关键词：Redis、Kafka、推荐算法、用户画像、机器学习、限流……然后一股脑全说出来。\n结果面试官听完，只是默默点头，然后问一句：“那亿级PV到底怎么扛？”，这时候，空气突然安静。",
            "url": "https://www.51cto.com/article/861130.html",
            "imgsrc": "https://s2.51cto.com/oss/202611/13/51a29f8470a25bb3d61087ba7378d4e661de33.jpg?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232"
        },
        {
            "index": 43,
            "time": "2026-11-13 07:54:25",
            "title": "大厂 AI 架构面实战：别再无脑塞 Prompt，手把手教你设计 Agent 多级记忆与语义缓存",
            "desc": "AI 技术的引入，并不意味着过去的后端架构经验失效了；恰恰相反，越是前沿的 AI 应用，越需要扎实的系统工程能力兜底。大模型的上下文窗口再长，算力也是有成本的，推理也是需要时间的。把 Cache 做好，把冷热数据分离做好，把资源的降级与调度做好，你的 Agent 才能在真正的生产环境里，跑得既稳又省。",
            "url": "https://www.51cto.com/article/861129.html",
            "imgsrc": "https://s2.51cto.com/oss/202611/13/3360c0f876454cadc9a950bacbbbee8172aa6a.jpg?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232"
        },
        {
            "index": 44,
            "time": "2026-11-13 06:40:00",
            "title": "Apache 爆出高危 RCE 漏洞，用 DeepSeek 可复现！",
            "desc": "两个 AI 撞见同一个洞，人类先吵起来了。而官方的公告也太草率了，用下 AI 也不至于翻车。Apache 服务器虽说现在用的公司不多，但如果网友有使用，建议先把 HTTP/2 给关闭了，或者直接升级到官方最新版本。",
            "url": "https://www.51cto.com/article/861100.html",
            "imgsrc": "https://s2.51cto.com/oss/202611/12/8151c5134363ca806750164103e3a170166ec5.jpg?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232"
        },
        {
            "index": 45,
            "time": "2026-11-13 06:00:00",
            "title": "Coding Agent 为什么正在从 Session 走向 Project？",
            "desc": "10 月 20 日，开发者 Elliot Hesp 在 Cursor 论坛反映过这种信息不通的问题。他用 GitHub Issues 跟踪工作，也在用 Cursor Projects。一个人用时很顺手，到了团队协作，大家却只能看到自己的 Agent 和任务板。同事的 Agent 正在做什么、刚发现了什么问题，要去问人才知道。",
            "url": "https://www.51cto.com/article/861115.html",
            "imgsrc": "https://s2.51cto.com/oss/202611/12/9582e9579050021647088346954f80e1e2a0fe.jpg?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232"
        },
        {
            "index": 46,
            "time": "2026-11-13 05:35:00",
            "title": "什么是内网穿透？一次讲清原理【图文讲解】",
            "desc": "内网穿透利用处在公网之中的中转节点建立内外网之间稳定的一条隧道，使得外网的流量能到达藏在 NAT 之后的服务。",
            "url": "https://www.51cto.com/article/861107.html",
            "imgsrc": "https://s2.51cto.com/oss/202611/12/b6eb11a7903aabe524f88513e7d5b11369f826.jpg?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232"
        },
        {
            "index": 47,
            "time": "2026-11-13 05:30:00",
            "title": "币安提醒 iPhone 用户警惕沙盒漏洞，恶意应用可读取其他 App 数据",
            "desc": "目前没有证据表明该漏洞已经被用于盗取加密货币，但研究人员公开的漏洞代码已经被开发者制作成可直接使用的文件管理工具。",
            "url": "https://www.51cto.com/article/861093.html",
            "imgsrc": "https://s2.51cto.com/oss/202611/12/12088bd43f74df003b8139fe71f2f38a34d0fc.jpg?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232"
        },
        {
            "index": 48,
            "time": "2026-11-13 05:20:00",
            "title": "Vue 开发：全局异常捕获 + 错误边界，让页面彻底告别白屏的完整方案",
            "desc": "本文从 Vue 的错误处理机制讲起，系统覆盖同步错误、异步错误、接口错误、组件级错误边界四类场景，配合 axios 拦截器、全局钩子、错误上报，搭出一套\"局部出错不影响整体、线上错误可追踪\"的完整方案，让页面彻底告别白屏。",
            "url": "https://www.51cto.com/article/861106.html",
            "imgsrc": "https://s2.51cto.com/oss/202611/12/a29046c16a2e8a77e0161847ec2d199c3ee064.jpg?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232"
        },
        {
            "index": 49,
            "time": "2026-11-13 04:00:00",
            "title": "Spring Boot + AI 决策模型，干掉业务代码里写不完的 if-else",
            "desc": "我们需要将大模型的语义理解/概率推理能力与后端系统的强类型业务逻辑结合起来，引入AI 结构化决策模型。它特别适用这些业务场景：智能风控与审批辅助（适用 Noul 是/否判断）、智能客服意图路由与工单分流（适用 Choice 多选分类）、内容审核、面试评估与多维评测（适用 Score 有序评分）。",
            "url": "https://www.51cto.com/article/861055.html",
            "imgsrc": "https://s2.51cto.com/oss/202611/12/86eca6c08e0ad10eacf19474c93db35a6e872d.jpg?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232"
        },
        {
            "index": 50,
            "time": "2026-11-13 03:00:00",
            "title": "NeurIPS 2026 | MedZERO：医学Agent如何在自我训练中积累可用知识",
            "desc": "香港中文大学、复旦大学附属中山医院、华南理工大学及中国科学院香港创新研究院的研究团队提出 MedZERO，研究医学智能体如何在不新增人工标注训练数据的条件下持续学习。",
            "url": "https://www.51cto.com/article/861064.html",
            "imgsrc": "https://s2.51cto.com/oss/202611/12/1398a4674537da04afc7490d42b66ae274fdbe.png?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232"
        }
    ],
    "copyright": "娱乐范——聚合热搜榜"
}