{
    "success": true,
    "msg": "51CTO请求成功",
    "title": "51CTO",
    "subtitle": "推荐榜",
    "update_time": "2026-09-16 02:31:36",
    "total": 50,
    "data": [
        {
            "index": 1,
            "time": "2026-09-16 10:03:36",
            "title": "彻底玩转TabSegmentButtonV2样式定制与“一次开发多端部署”最佳实践",
            "desc": "彻底玩转TabSegmentButtonV2样式定制与&ldquo;一次开发多端部署&rdquo;最佳实践从开发者社区的两个高频痛点说起最近在鸿蒙开发者社区和几个技术群里，...",
            "url": "https://ost.51cto.com/posts/56343",
            "imgsrc": ""
        },
        {
            "index": 2,
            "time": "2026-09-16 10:01:38",
            "title": "鸿蒙Next图像混合模式blendMode完全解析：从公式到实战，打造炫酷视觉效果",
            "desc": "鸿蒙Next图像混合模式blendMode完全解析：从公式到实战，打造炫酷视觉效果前言：当UI叠加不再单调在图形渲染中，混合模式（BlendMode）决定...",
            "url": "https://ost.51cto.com/posts/56342",
            "imgsrc": ""
        },
        {
            "index": 3,
            "time": "2026-09-16 09:28:01",
            "title": "CVPR 2026 | EmoThinker：让 AI 学会\"察言观色\"——会推理的情感分析新范式",
            "desc": "这篇 CVPR 2026 论文EmoThinker的目标是让模型像人类一样\"先观察、再推理、后下结论\"——先从视觉和声学模态中分别提取情感证据，再显式分析模态间的一致与冲突，最终给出情感判断以及完整的推理过程，即基于大型视觉-语言模型（LVLM）的细粒度、可解释情感推理。",
            "url": "https://www.51cto.com/article/856050.html",
            "imgsrc": "https://s2.51cto.com/oss/202609/16/9251cfa9758e225c2d3040b13d10e3e704fc71.jpg?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232"
        },
        {
            "index": 4,
            "time": "2026-09-16 09:27:42",
            "title": "TDD 管代码，谁管 Agent？评测驱动开发：分级门禁 + 基线对比，改坏立刻拦",
            "desc": "LLM 是非确定性的。改了 prompt，你以为会变好，但可能在某些场景下变差。没有评测集，你只会注意到\"变好的部分\"，忽略\"变差的部分\"。",
            "url": "https://www.51cto.com/article/856049.html",
            "imgsrc": "https://s2.51cto.com/oss/202609/16/f688a7063400aa85d2266104977a45e16b839d.png?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232"
        },
        {
            "index": 5,
            "time": "2026-09-16 09:18:19",
            "title": "Google WikiSkill：给智能体的技能进化补上\"知识管理层\"",
            "desc": "WikiSkill 解决的不是\"怎么生成更好的技能\"，而是技能进化过程中的知识管理问题。",
            "url": "https://www.51cto.com/article/856048.html",
            "imgsrc": "https://s2.51cto.com/oss/202609/16/74a9c22130b4c4ebbe4835bf041c20edb56b9d.jpg?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232"
        },
        {
            "index": 6,
            "time": "2026-09-16 09:17:49",
            "title": "Perplexity 发布 Q2D-Web：重新定义 AI 搜索检索评测的基准",
            "desc": "一套面向智能体 RAG 的检索评测基准与排行榜，包含约 7 万条智能体查询、1.9 亿篇网页文档，以及三套相关性标注。",
            "url": "https://www.51cto.com/article/856047.html",
            "imgsrc": "https://s2.51cto.com/oss/202609/16/a8299a171eda85565988593019dc502492c334.jpg?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232"
        },
        {
            "index": 7,
            "time": "2026-09-16 09:15:00",
            "title": "GPT-6 Sol和Opus 5.2同时灰测！奥特曼阿莫迪周末刚喊刹车，一上班就踩油门",
            "desc": "奥特曼、阿莫迪，你俩大哥别说二哥，一个灰度测试GPT-6 Sol，一个灰度测试Opus 5.2呢。",
            "url": "https://www.51cto.com/article/856041.html",
            "imgsrc": "https://s2.51cto.com/oss/202609/16/412bb47372f4a2e0a91261a4eab5452e125294.jpg?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232"
        },
        {
            "index": 8,
            "time": "2026-09-16 09:13:00",
            "title": "别让Agent瞎想乱搜还闯祸：哪些能力该内化进模型，哪些必须交给Harness，这篇讲透",
            "desc": "论文将内化与外化的边界作为 Agent 设计的治理轴，用它分析知识、技能与控制的位置，以及每一步推理和行动的投入。这些选择会影响系统的可靠性、效率、安全性和持续演化能力。",
            "url": "https://www.51cto.com/article/856039.html",
            "imgsrc": "https://s2.51cto.com/oss/202609/16/a52d9e080d8423604412133dfdbbd67a26179e.png?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232"
        },
        {
            "index": 9,
            "time": "2026-09-16 09:12:00",
            "title": "GPT-6 Sol要来了？OpenAI本周或迎「发布狂潮」",
            "desc": "最早释放信号的是 OpenAI 产品负责人 Tibo Sottiaux。他在 X 上发文称，「本周发布的产品和功能数量，会达到你原本可能期待在 DevDay 2025 上看到的那个级别。」",
            "url": "https://www.51cto.com/article/856036.html",
            "imgsrc": "https://s2.51cto.com/oss/202609/16/b95d22d3055ee1afa74304eb9975a15a1fa51f.png?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232"
        },
        {
            "index": 10,
            "time": "2026-09-16 09:10:00",
            "title": "GPT-6刷到99.9%，ARC AGI考卷被迫重做！下一关考「发明」",
            "desc": "GPT-6 Astra一出世，在ARC-AGI-3半私有测试集上，拿下了99.9%的成绩。",
            "url": "https://www.51cto.com/article/856035.html",
            "imgsrc": "https://s2.51cto.com/oss/202609/16/33d39a2471a65d70636526e4ff7c619150aa4d.png?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232"
        },
        {
            "index": 11,
            "time": "2026-09-16 09:08:00",
            "title": "OpenAI o1功臣预警：AI还没失控，我们已经快测不准它了！",
            "desc": "在MIT做概率编程语言，在微软研究院时是Lean定理证明器最早的开发者之一，在斯坦福读博时做出了神经网络学会推理的最早案例之一。",
            "url": "https://www.51cto.com/article/856003.html",
            "imgsrc": "https://s2.51cto.com/oss/202609/16/324209279f3619a68222039645cc48c0769d0e.png?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232"
        },
        {
            "index": 12,
            "time": "2026-09-16 09:07:38",
            "title": "以为医疗公司最不敢碰AI，结果Claude已经在工作群里干了三个月的活",
            "desc": "我当时挺理解这种谨慎，医疗、金融这类行业几乎是标配剧本，方案聊得挺兴奋，一提到数据合规就集体沉默，然后就没有然后了。愚钝如我，当时也没往下多问一句，是不是非要等全公司都点头才能动手，就这么把方案先晾着了。",
            "url": "https://www.51cto.com/article/856044.html",
            "imgsrc": "https://s2.51cto.com/oss/202609/16/e33545b2540b6d92298043beadbf85e8931d43.jpg?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232"
        },
        {
            "index": 13,
            "time": "2026-09-16 09:05:00",
            "title": "ICML 2026 | 复旦发布以人为中心的复杂场景音视频追踪基准",
            "desc": "复旦大学CVL实验室提出了一个面向复杂人类中心场景的音视频追踪基准AVTrack，论文已被ICML 2026接收，项目主页、论文、代码与数据集现已公开。",
            "url": "https://www.51cto.com/article/856001.html",
            "imgsrc": "https://s2.51cto.com/oss/202609/16/77b955c01289314d95c51407767072b600e86b.jpg?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232"
        },
        {
            "index": 14,
            "time": "2026-09-16 09:03:00",
            "title": "Claude独立破译370年前密文！仅44分钟，密码学家破防了",
            "desc": "就在最近，独立研究员给Claude Fable 5.1抛出了一个纯开放式命题——破解一个封印了整整370年的历史悬案。",
            "url": "https://www.51cto.com/article/856000.html",
            "imgsrc": "https://s2.51cto.com/oss/202609/16/6800c3b45ea9e149bd0525ee2f47c635238ff5.jpg?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232"
        },
        {
            "index": 15,
            "time": "2026-09-16 09:02:00",
            "title": "高德联合南大、清华、北大发布WorldRoamBench，定义交互式世界模型长时漫游评测新范式",
            "desc": "世界模型能否通过长时交互的终极考验——遵循用户动作和物理规律，保持视觉一致性与长期记忆。",
            "url": "https://www.51cto.com/article/855999.html",
            "imgsrc": "https://s2.51cto.com/oss/202609/16/769d89183a50d8a9d8961269f57255f7fdc4c7.jpg?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232"
        },
        {
            "index": 16,
            "time": "2026-09-16 09:00:53",
            "title": "OpenAI官方的Work指南，原来一直被我们忽略了……",
            "desc": "业务同事说\"我们天天都在用 AI\"，技术人员也整理了一堆 Prompt 和模板。可真正落到周报、数据复核、客户更新这些重复工作上，还是得人盯着改、人盯着对。上下文一丢就失忆，换个人接手，整套流程直接归零。更麻烦的是决策边界模糊：出了错算谁的，谁也说不清。",
            "url": "https://www.51cto.com/article/856043.html",
            "imgsrc": "https://s2.51cto.com/oss/202609/16/985f25b89b6bccaefc1033524df245237fc9c8.jpg?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232"
        },
        {
            "index": 17,
            "time": "2026-09-16 09:00:00",
            "title": "在多项高难度Benchmark超越GPT-6 Astra，RSIAgent让开源模型自主探索新环境",
            "desc": "如果不更新模型参数，一个 Agent 能不能像人一样，通过自己探索新环境、发现其中的因果规律、总结经验，并持续提升自己的能力？",
            "url": "https://www.51cto.com/article/855998.html",
            "imgsrc": "https://s2.51cto.com/oss/202609/16/06717b744d39663ede727149d6404941cf90d0.jpg?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232"
        },
        {
            "index": 18,
            "time": "2026-09-16 09:00:00",
            "title": "B模型成功率94.5%！Token级奖励打开长链路智能体训练新思路",
            "desc": "TVA使用的是batch内的统计关联而非因果归因；效果依赖底层advantage算子是否保留token级差异；重评分也带来训练期的额外前向计算。但方向已经清晰：当多轮智能体面对的不是一步到位的答案，而是一连串会产生延迟后果的决策时，真正重要的不是“这条轨迹最后成功了”，而是——成功之前，究竟是哪一个token做对了关键选择。",
            "url": "https://www.51cto.com/article/855933.html",
            "imgsrc": "https://s2.51cto.com/oss/202609/15/12346e6344c68020af31659b25dce6721dffaf.jpg?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232"
        },
        {
            "index": 19,
            "time": "2026-09-16 08:59:15",
            "title": "医学问答的新解法：RAG查资料\"缺货\"，GAG凭记忆\"幻觉\"，MedRGAG统一检索与生成两条路线",
            "desc": "外部检索知识与参数化生成知识，能不能不再是二选一，而是在同一条流水线里统一调度、互补短板？",
            "url": "https://www.51cto.com/article/856042.html",
            "imgsrc": "https://s2.51cto.com/oss/202609/16/a69b5296408b5079ba6293d3ae897d27a959df.jpg?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232"
        },
        {
            "index": 20,
            "time": "2026-09-16 08:58:00",
            "title": "从Chat、Code到Discovery，AI开始学着做科学家",
            "desc": "Chat、Code 之后，全球最前沿的实验室都在不约而同地往一个方向走 ——Discovery，让 AI 参与科学发现，创造连人类也不知道的新的知识。⁠",
            "url": "https://www.51cto.com/article/855997.html",
            "imgsrc": "https://s2.51cto.com/oss/202609/16/f8c604735334ec6d4fc74943ea4b9878478008.jpg?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232"
        },
        {
            "index": 21,
            "time": "2026-09-16 08:57:00",
            "title": "ECCV 2026｜不靠「上帝视角」，也不等「完美指令」：REAL 让具身智能体走向开放世界",
            "desc": "来自上海交通大学、上海人工智能实验室等机构的研究者提出 REAL，一个面向开放世界移动操作的可探索、可交互、可部署的视觉具身智能体框架，并构建了贯穿仿真、数据生成、模型训练、系统评测与真机部署的完整技术链路。",
            "url": "https://www.51cto.com/article/855996.html",
            "imgsrc": "https://s2.51cto.com/oss/202609/16/e19516754cbef04396f290bec2e404403dced1.png?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232"
        },
        {
            "index": 22,
            "time": "2026-09-16 08:56:00",
            "title": "华为GTS让Agent学会「看着网络排障」，双防火墙难题几乎全拿下",
            "desc": "团队给出了精准解法NetCanvas，通过引入一套「可交互视觉拓扑」机制，它为大模型提供了一张可以画线推演的「外部工作记忆」画布。",
            "url": "https://www.51cto.com/article/855995.html",
            "imgsrc": "https://s2.51cto.com/oss/202609/16/0647d678308d5a63c3e4603a5f14e9d81497db.png?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232"
        },
        {
            "index": 23,
            "time": "2026-09-16 08:55:00",
            "title": "TPAMI'26 | 零样本刷新三项基准：ZeroDiff++让AI边考试边学习",
            "desc": "新框架继续使用扩散机制缓解少样本训练中的过拟合，并把研究重点推进到测试阶段：让生成器利用真实测试样本适应未见类别，再沿扩散路径生成可追溯的部分合成特征。",
            "url": "https://www.51cto.com/article/855994.html",
            "imgsrc": "https://s2.51cto.com/oss/202609/16/457555706793c8a20932477f3dc2f505b234a3.jpg?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232"
        },
        {
            "index": 24,
            "time": "2026-09-16 08:53:00",
            "title": "一张GPU跑十万原子！分子之心用AI把化学反应“拍”成了电影",
            "desc": "最新扩展测试中，QuantaMind已能够以接近量子化学计算的精度模拟十万原子级体系数百纳秒的反应，单步计算耗时仅约0.25秒。",
            "url": "https://www.51cto.com/article/855993.html",
            "imgsrc": "https://s2.51cto.com/oss/202609/16/a403ed6564f921620830790cd948f40bb08ea4.png?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232"
        },
        {
            "index": 25,
            "time": "2026-09-16 08:52:00",
            "title": "Meta新研究：字节模型蒸馏后，天花板破了",
            "desc": "最近，来自Meta FAIR和华盛顿大学的论文《突破Token天花板：蒸馏出更小、更强的字节模型》，提出了一个很有趣的想法。",
            "url": "https://www.51cto.com/article/855992.html",
            "imgsrc": "https://s2.51cto.com/oss/202609/16/566d507614b3f617f7929420235da26b8641ea.jpg?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232"
        },
        {
            "index": 26,
            "time": "2026-09-16 08:50:00",
            "title": "3B模型成功率94.5%！Token级奖励打开长链路智能体训练新思路",
            "desc": "来自中国科学技术大学与阿里巴巴集团的研究团队提出ADRS（Agentic Reinforcement Learning with Self-Distilled Reward Shaping），把训练期的特权技能转化为与回报相关的token级信用，并直接接入原生的reward-to-advantage-to-policy路径。",
            "url": "https://www.51cto.com/article/855991.html",
            "imgsrc": "https://s2.51cto.com/oss/202609/16/d8952914014547844f4206f75cfeb0ae15702a.jpg?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232"
        },
        {
            "index": 27,
            "time": "2026-09-16 08:49:41",
            "title": "服务器有UPS，液冷为什么还会在切电时失效？",
            "desc": "服务器接在UPS后面，只说明它的供电有相应保障。若液冷泵、控制器或相关阀门在另一条未受保障的支路上，市电异常时，服务器仍在发热，冷却条件却可能已经改变。",
            "url": "https://server.51cto.com/article/856040.html",
            "imgsrc": "https://s2.51cto.com/oss/202609/16/a1a183c35c42b290d0708978b0d75d73c2a380.jpg?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232"
        },
        {
            "index": 28,
            "time": "2026-09-16 08:44:08",
            "title": "光写 AGENTS.md 不够：让规则扛得过 compaction 的七级阶梯",
            "desc": "这篇把他的七级阶梯拆开，每级给一段可直接抄的 hook / YAML / 测试代码。文末原句引用 METR 2025 那个自报快 20% 实测慢 19% 的 RCT，并列作者本人也是同类证人。",
            "url": "https://www.51cto.com/article/856038.html",
            "imgsrc": "https://s2.51cto.com/oss/202609/16/e172fd1351775e9cb9d2032789d915888c3a45.jpg?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232"
        },
        {
            "index": 29,
            "time": "2026-09-16 08:43:17",
            "title": "A社“AI末日”资本黑手被揪出，炒作焦虑为IPO圈钱！难怪仇视DeepSeek开源",
            "desc": "你老A社天天一会儿AI要失控、一会儿互联网要完蛋，转头自己IPO、融资、扩算力，一个都没耽误？？大家伙可是越琢磨越不对劲了，直接引发一波众怒，纷纷化身「朝阳硅谷群众」下场开扒！",
            "url": "https://www.51cto.com/article/856037.html",
            "imgsrc": "https://s2.51cto.com/oss/202609/16/a1b7f019940af31e7858543f60afc7686b6ead.jpg?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232"
        },
        {
            "index": 30,
            "time": "2026-09-16 08:35:24",
            "title": "阿里面试官问我：\"你的Skill上线之后有持续跟进吗？\"我说有的。他又问：\"那你的监控指标有哪些？告警阈值设的多少？\"我支支吾吾答不上来",
            "desc": "说实话这个问题我自己也踩过类似的坑。今天就借这个机会，把Skill上线之后到底该怎么跟进这件事，系统地讲一下。",
            "url": "https://www.51cto.com/article/856034.html",
            "imgsrc": "https://s2.51cto.com/oss/202609/16/b2114443791a0e42a171184f48aba58b3a7c05.jpg?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232"
        },
        {
            "index": 31,
            "time": "2026-09-16 08:34:07",
            "title": "这个 Skill 直接封神：我装进 WorkBuddy 后，彻底不想自己排版了",
            "desc": "为什么我认为这个 Skill 非常实用又超级牛呢？实用是因为我做自媒体需要各种海报和配图，它就能帮我实现，超级牛是因为在我看来，它内置一个排版引擎，可以做到非常精确的排版。",
            "url": "https://www.51cto.com/article/856033.html",
            "imgsrc": "https://s2.51cto.com/oss/202609/16/84f203c26c90161b4b6020f2615819c975b4ce.png?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232"
        },
        {
            "index": 32,
            "time": "2026-09-16 08:29:06",
            "title": "面试官：“Agent 一直重复调用怎么办？”，我：“设最大步数，超了就停”，他：“正常长任务也一起杀？”",
            "desc": "回答这道题时，先说判断标准：动作重复不等于死循环，任务状态长时间没有向完成标准推进，才是需要治理的无进展循环。",
            "url": "https://www.51cto.com/article/856032.html",
            "imgsrc": "https://s2.51cto.com/oss/202609/16/d938d2e01b080f8ba1e757f876a5122e56ba2a.jpg?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232"
        },
        {
            "index": 33,
            "time": "2026-09-16 08:28:33",
            "title": "本周我在网上发现的九个超酷开源项目",
            "desc": "Blender、GIMP、LibreOffice、FreeCAD、QGIS、Godot、OBS、Krita……目前覆盖的软件已经超过80款。于是，智能体不必再盯着屏幕点击像素，而是可以通过明确的命令直接操作这些程序。",
            "url": "https://www.51cto.com/article/856031.html",
            "imgsrc": "https://s2.51cto.com/oss/202609/16/140adf496bb8e8105c8655387a2f345e0c0e8f.jpg?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232"
        },
        {
            "index": 34,
            "time": "2026-09-16 08:26:26",
            "title": "Claude 写了 80% 代码，Anthropic 发现了新的瓶颈，不是评审而是…",
            "desc": "CI 任务量会随着 agent 数量和 PR 批准速度的提升而指数增长。给工程团队的建议：无论是自建还是采购，假设两个季度内负载达到 25 倍。在 v0 设计中预留 10-20 倍余量，只要预算允许。避免以单实例运行关键服务。保持状态与进程分离。",
            "url": "https://www.51cto.com/article/856030.html",
            "imgsrc": "https://s2.51cto.com/oss/202609/16/3186394221e62a948867291fb4d203c2ee610f.jpg?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232"
        },
        {
            "index": 35,
            "time": "2026-09-16 08:22:42",
            "title": "无限 token 爽用 GPT-5.6 Sol，我找到了 ChatGPT Web 端的最佳使用方式",
            "desc": "因为 Secure Tunnel 和 WebCodex 建好之后，​​Tunnel ID​​、​​channel=main​​ 和本地项目都能继续复用。代码、Git 记录、测试结果也一直留在自己的电脑里。今天做到一半，明天再让 ChatGPT 读取项目状态，它还能接着往下干。",
            "url": "https://www.51cto.com/article/856029.html",
            "imgsrc": "https://s2.51cto.com/oss/202609/16/164cfe19590681debf6728adfe03476ed692cd.jpg?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232"
        },
        {
            "index": 36,
            "time": "2026-09-16 08:22:37",
            "title": "一个 MIT 插件，解决 DSH DeepSeek API 的「烧钱焦虑」",
            "desc": "用 DeepSeek API 做开发、跑 Agent、写长文，最让人心里没底的一件事就是——钱到底花在哪了。",
            "url": "https://www.51cto.com/article/856028.html",
            "imgsrc": "https://s2.51cto.com/oss/202609/16/2528afd7881197c5666642fb098777904b6f95.jpg?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232"
        },
        {
            "index": 37,
            "time": "2026-09-16 08:13:49",
            "title": "Inference-Time Compute +真实Harness：自动安全审计开始补“环境违和感”",
            "desc": "多分支扩展虽然能通过筛选最高风险分支将危害检出分从 0.35 拔高至 0.42，但其真实感胜率反而显著偏低，口头评测觉察率甚至高于单分支基线。即便在留出的部署数据上挑选最逼真的分支，其现实胜率亦仅为 18%，远逊于 cr2bo4 的 28%。这表明单纯在广度上堆砌交互轮次无法消除合成环境的破绽。",
            "url": "https://www.51cto.com/article/856026.html",
            "imgsrc": "https://s2.51cto.com/oss/202609/16/87ef2ca520db4fc536310041ac266fae113cdd.jpg?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232"
        },
        {
            "index": 38,
            "time": "2026-09-16 08:10:33",
            "title": "Anthoropic 推出硬件版 MCP，Claude 开始接管真实世界！！",
            "desc": "Anthoropic 正在面向首批科学研究实验室和先进制造企业开放模型硬件标准的研究预览。MHS 是一项共享规范，旨在让 AI 智能体安全地操作物理设备。它使 AI 智能体能够并行操作多种实验室和制造仪器，例如：显微镜、液体处理器和机械臂，并执行从常规药物发现实验到量子计算机激光校准等复杂任务。",
            "url": "https://www.51cto.com/article/856024.html",
            "imgsrc": "https://s2.51cto.com/oss/202609/16/38b0941177cf01eb8876164ecf58400bbf2e8c.jpg?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232"
        },
        {
            "index": 39,
            "time": "2026-09-16 08:07:00",
            "title": "从“能问”到“问得准”：企业智能问数如何落地？",
            "desc": "销售订单、客户资料、库存记录、生产工单和质量检测数据，可能分散在 Excel、ERP、CRM、MES 或其他业务系统中。管理人员临时想了解一个指标，通常要经历提需求、找数据、写 SQL、做报表和反复确认口径。",
            "url": "https://www.51cto.com/article/856022.html",
            "imgsrc": "https://s2.51cto.com/oss/202609/16/03fd64862e2378f04632233a5f09c0796c0733.png?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232"
        },
        {
            "index": 40,
            "time": "2026-09-16 08:00:00",
            "title": "无需 Claude 账号！Claude Code APP + DeepSeek 零基础完整教程 + 七大使用技巧",
            "desc": "Claude Code 是一个 Agent 工具，而 Claude 、DeepSeek 这些则是模型。我们在一个 Agent 工具里面输入自然语言，Agent 工具就会去调用大模型来完成你想要做的事情。",
            "url": "https://www.51cto.com/article/855952.html",
            "imgsrc": "https://s2.51cto.com/oss/202609/15/87796ec28735b4fd01e560be3a72bd34866ee0.jpg?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232"
        },
        {
            "index": 41,
            "time": "2026-09-16 07:59:29",
            "title": "Claude Code 必知必会的 14 个命令",
            "desc": "真正拉开差距的，是有没有把 Claude Code 里的这些入口，放到合适的开发阶段里：什么时候该先交代项目背景，什么时候该整理上下文，什么时候只是想顺手问个问题，什么时候该让它单独做一次代码审查，环境出问题以后又该从哪里恢复。",
            "url": "https://www.51cto.com/article/856021.html",
            "imgsrc": "https://s2.51cto.com/oss/202609/16/582f81c45d54fe74d30243e105cb4bc976c137.png?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232"
        },
        {
            "index": 42,
            "time": "2026-09-16 07:54:30",
            "title": "Java 27 把 JFR 里的密码自动打码了，我才发现线上诊断文件也可能泄密",
            "desc": "FR 文件里面到底还有什么？除了 GC、线程和方法调用之外，它其实还可能记录 JVM 启动参数、System Property、环境变量这些东西。而我们现在的 Spring Boot 服务，是怎么传配置的？",
            "url": "https://www.51cto.com/article/856020.html",
            "imgsrc": "https://s2.51cto.com/oss/202609/16/53444ce799c98b78f198540a447eb1fbf80912.png?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232"
        },
        {
            "index": 43,
            "time": "2026-09-16 07:49:47",
            "title": "Harness已过时，OpenAI、腾讯在搞下一个AI爆点RSI",
            "desc": "模型在\"标准化考试\"上已经快摸到顶了，但在\"真实任务执行\"上才刚刚起步。 HCI 的用意并非给模型排座次，而是作为一张诊断图，指明哪些领域的\"剩余空间\"最丰厚——这正是 RSI 未来最应该发力去啃的硬骨头。",
            "url": "https://www.51cto.com/article/856019.html",
            "imgsrc": "https://s2.51cto.com/oss/202609/16/25b5d9b12011ad803bf6289f8c8992d61e886a.png?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232"
        },
        {
            "index": 44,
            "time": "2026-09-16 07:46:10",
            "title": "Claude写了Anthropic八成代码后，CI任务量半年涨25倍，官方复盘如何拆掉有状态单点",
            "desc": "至于压力从哪来，文章点了两个原因：Claude 倾向于把改动拆成更细的 PR，一个 PR 就是一轮测试；而 agent 在夜里和周末也在干活，CI 队列没有闲下来的时候。",
            "url": "https://www.51cto.com/article/856018.html",
            "imgsrc": "https://s2.51cto.com/oss/202609/16/a4902a405e7c301c8e4311f68747fc114f300a.jpg?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232"
        },
        {
            "index": 45,
            "time": "2026-09-16 07:43:06",
            "title": "2026 性能测试工具大盘点：13 款主流压测工具，测试工程师必备！",
            "desc": "经常有人让我帮忙推荐压测工具，我的答案一直是，先看你会不会写代码。会写的，直接上 k6 或者 Locust，脚本进 Git、场景可评审、结果可复现，这是性能测试工程化的正路。不会写的，JMeter 依然是最稳的起点，别硬着头皮上代码系工具，工具的别扭会盖过测试本身。",
            "url": "https://www.51cto.com/article/856017.html",
            "imgsrc": "https://s2.51cto.com/oss/202609/16/97e449d06b0de124a3872341aca1fc75c3a85b.jpg?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232"
        },
        {
            "index": 46,
            "time": "2026-09-16 07:35:54",
            "title": "性能媲美 Rust，语法丝滑如 Python ，这门国产编程语言凭什么？",
            "desc": "MoonBit 在这方面的设计，我觉得值得展开聊聊。它提供的模式匹配、View、值类型和 SIMD，看起来是几个独立功能，但放进具体程序里，就能看见它们之间的联系。",
            "url": "https://www.51cto.com/article/856015.html",
            "imgsrc": "https://s2.51cto.com/oss/202609/16/05c1b53327e93c8faeb30575b0782f7a747f39.jpg?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232"
        },
        {
            "index": 47,
            "time": "2026-09-16 07:34:06",
            "title": "突发，GPT-6 Sol曝光了！",
            "desc": "就在昨天深夜，奥特曼的一句爆料，让所有人都兴奋起来。他发了一个「🚢（Ship/发布）」的表情，并配文：「这周将有大动作。然后，我们 DevDay 见。」",
            "url": "https://www.51cto.com/article/856014.html",
            "imgsrc": "https://s2.51cto.com/oss/202609/16/d4b43cf8486bb2c4d8c6273f245677c05d50fd.jpg?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232"
        },
        {
            "index": 48,
            "time": "2026-09-16 07:20:01",
            "title": "合检索+Rerank实战：把RAG答对率从78%干到94%",
            "desc": "段落就在库里，答案就是出不来？有救了。这篇填坑：混合检索补词面，Rerank把排序做精，query改写把人话翻译成文档话。同一套题从39道涨到47道，78%干到94%，三招全带代码，数字都能复测。",
            "url": "https://www.51cto.com/article/856013.html",
            "imgsrc": "https://s2.51cto.com/oss/202609/16/447f8c160abe4029b45205c7404ba8e652fe16.jpg?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232"
        },
        {
            "index": 49,
            "time": "2026-09-16 06:46:45",
            "title": "【CVE-2026-82533】DeepSeek Harness 高危漏洞让 Agent 一键突破沙箱限制",
            "desc": "这个漏洞的可怕之处在于：被沙箱隔离的AI代理仅需一条Shell命令就能解除自身限制——而且是在系统的默认配置下实现，既不需要网络暴露，也无需任何凭证！",
            "url": "https://www.51cto.com/article/856012.html",
            "imgsrc": "https://s2.51cto.com/oss/202609/16/c71062b5313f71cab22416daeef84b3360ef7b.jpg?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232"
        },
        {
            "index": 50,
            "time": "2026-09-16 06:36:01",
            "title": "第 15 篇：三次握手：为什么不是两次或四次",
            "desc": "三次握手不是形式主义，而是TCP在传数据前完成双方能力确认和序列号同步。连接建好了，数据才好开始认真传。​",
            "url": "https://www.51cto.com/article/856006.html",
            "imgsrc": "https://s2.51cto.com/oss/202609/16/3229f050918feae81ec807349a07eac40d05d3.jpg?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232"
        }
    ],
    "copyright": "娱乐范——聚合热搜榜"
}