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    "update_time": "2026-07-18 04:57:48",
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            "time": "2026-07-17 23:13:56",
            "title": "35 岁运维还能不能转 AIOps？关键不是年龄，是能力结构！",
            "desc": "本文站在一线运维 / SRE的角度，聊聊 35 岁运维转 AIOps 到底有没有机会。",
            "url": "https://www.51cto.com/article/850012.html",
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            "index": 2,
            "time": "2026-07-17 23:02:53",
            "title": "工作 3 年+ 运维人必看：AIOps 时代，必备的 5 项核心进阶技能",
            "desc": "运维人转型 AIOps，完成从体力运维到技术运维、价值运维的进阶，才能打破职业瓶颈，建立不可替代的职场核心竞争力。",
            "url": "https://www.51cto.com/article/850011.html",
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            "time": "2026-07-17 16:49:27",
            "title": "生态覆盖持续扩散，一文看懂各行业企业鸿蒙化转型进度",
            "desc": "当越来越多核心业务真正运行在鸿蒙之上，质量也将从应用发布前的一道测试流程，逐渐成为企业鸿蒙化转型的基础能力。",
            "url": "https://www.51cto.com/article/849991.html",
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            "time": "2026-07-17 15:57:08",
            "title": "突发叫停！Gemini 3.5 Pro难产，谷歌跌入失望陷阱",
            "desc": "彭博社的一则独家报道如同一盆冰水，浇灭了所有人的热情：Gemini 3.5 Pro发布延期了，而且不是延期几天，是数月的大延期！",
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            "time": "2026-07-17 15:54:27",
            "title": "烧掉16万美金，狂飙100万行代码！Bun之父用Claude重写底层",
            "desc": "最近，Anthropic首次公开了CC大规模代码迁移「全流程」，六步框架让全网震撼。",
            "url": "https://www.51cto.com/article/849985.html",
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            "index": 6,
            "time": "2026-07-17 15:48:50",
            "title": "飞抵 8861 米珠峰还剩30%电量！大疆无人机攻克世界屋脊极限科考",
            "desc": "本次完成极限科考任务的 DJI EV50，搭载了全球无人机出货量第一的新能安电池。",
            "url": "https://www.51cto.com/article/849984.html",
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        {
            "index": 7,
            "time": "2026-07-17 15:25:24",
            "title": "零成本AI编程方案：Claude Code + CC Switch接入OpenCode免费模型",
            "desc": "最近折腾了一套组合拳：Claude Code + CC Switch + OpenCode 的免费模型 Big Pickle，效果还挺香。",
            "url": "https://www.51cto.com/article/849963.html",
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        {
            "index": 8,
            "time": "2026-07-17 15:09:55",
            "title": "写代码从来都不是软件工程的瓶颈！普林斯顿教授：AI越会写，程序员越要会判断，否则AI把代码写完了，程序员还在加班",
            "desc": "当Agent又刷新一个编码榜单时，不妨少问一句“它还要多久替代我”，不妨多想一下：如果代码已经不再稀缺，我还能不能把问题选对，把系统交付好，并为最后的结果负责？",
            "url": "https://www.51cto.com/article/849962.html",
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            "index": 9,
            "time": "2026-07-17 13:29:04",
            "title": "AI正在终结“眼见为实”：文件信任体系迎来重构时刻",
            "desc": "试想这样一幅画面：某人在AI助手的对话框里输入几行字——\"请生成一份美国加州驾照，姓名：John Doe，地址：123 Main Street，有效期至2028年。\"不到五分钟，一份从纸张纹理、防伪标记到字体排版，都与真件毫无二致的\"完美证件\"，便出现在屏幕上。",
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            "time": "2026-07-17 13:26:58",
            "title": "十万个why：明明 Spring Cloud Gateway 自带限流，为什么还要在 Nginx 层再做一道限流？",
            "desc": "用 Spring Cloud Gateway 的团队基本都知道它自带限流功能，配合 Redis 就能实现令牌桶限流。但你去看任何一家稍有规模的公司的架构图，流量进来之后第一道限流几乎都在 Nginx 层，Gateway 的限流反而是第二道甚至第三道。",
            "url": "https://www.51cto.com/article/849945.html",
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            "time": "2026-07-17 11:28:25",
            "title": "手把手带你使用 DevEcoCli 和 DevEcoCode 快速接入 HarmonyOS7.0 新特性",
            "desc": "手把手带你使用DevEcoCli和DevEcoCode快速接入HarmonyOS7.0新特性前言之前的章节中已经介绍了DevEcoCli（集HarmonyOS开发全链路功能的终端...",
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        {
            "index": 12,
            "time": "2026-07-17 11:27:55",
            "title": "手把手带你使用 DevEcoCli 和 DevEcoCode 快速开发三方库",
            "desc": "手把手带你使用DevEcoCli和DevEcoCode快速开发三方库前言之前的章节中已经介绍了DevEcoCli（集HarmonyOS开发全链路功能的终端工具）和DevEc...",
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        {
            "index": 13,
            "time": "2026-07-17 11:11:34",
            "title": "现代 UI 抢先看：微软发布 Visual Studio Code 1.129 正式版更新，AI Agent 能力加强",
            "desc": "微软今日发布了 Visual Studio Code 1.129 版本。本次版本更新除了继续完善 AI Agent 能力外，还首次提供了现代化 UI 界面预览，并对 Agents 窗口、聊天交互和编辑体验进行了多项调整，例如 Agents 窗口中的新编辑器面板、支持用“!”前缀直接运行终端命令。",
            "url": "https://www.51cto.com/article/849941.html",
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        {
            "index": 14,
            "time": "2026-07-17 11:04:23",
            "title": "前 OpenAI 科学家谈 Harness 工程的自我提升架构设计",
            "desc": "本文聚焦 Harness 工程相关研究，以及它如何推动 RSI。近期许多关于自动化研究（auto-research）、自我改进智能体、进化式程序搜索的工作，都可以围绕这一问题来组织。",
            "url": "https://www.51cto.com/article/849935.html",
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        {
            "index": 15,
            "time": "2026-07-17 10:52:33",
            "title": "面试官：“讲讲 SFT 之后还有哪些 Post-Training 方法？”，我：“SFT 之后就是 RLHF 嘛”，他：“你只说了 RLHF，那 DPO 你跳过去了？”",
            "desc": "Post-Training 不是「RLHF 一招走天下」，是 SFT 之后分叉出来的一整个家族：DPO、GRPO、RLAIF、拒绝采样各有各的位置。特别是 GRPO 这两年的爆火，不知道这段历史会显得跟不上节奏。",
            "url": "https://www.51cto.com/article/849924.html",
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        },
        {
            "index": 16,
            "time": "2026-07-17 10:30:58",
            "title": "安全告警比运维告警还多？我用 AIOps 搭了一套智能安全响应体系",
            "desc": "AI 把安全工程师从\"告警海洋\"里捞出来，让他们去做真正需要人脑判断的事。",
            "url": "https://www.51cto.com/article/849920.html",
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        {
            "index": 17,
            "time": "2026-07-17 10:28:56",
            "title": "科技巨头耗资无数狂热布局生成式AI，真的值得吗？",
            "desc": "我们经历过计算机技术突飞猛进的时代，即便是那时，电力消耗也没有增长如此迅猛。人们冷静下来，开始质问：“生成式AI”值得吗？",
            "url": "https://www.51cto.com/article/849919.html",
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        },
        {
            "index": 18,
            "time": "2026-07-17 10:23:08",
            "title": "80% AI 智能体项目栽在生产“最后一公里”！AgentOps 全流程运维实战给你实操落地指南",
            "desc": "大多数智能体项目之所以在“最后一公里”失败，并非因为技术瓶颈，而是低估了自主系统带来的运维复杂性。",
            "url": "https://www.51cto.com/article/849918.html",
            "imgsrc": "https://s2.51cto.com/oss/202607/17/b1bb568084fda53a411130900c7f7ba1dc0031.png?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232"
        },
        {
            "index": 19,
            "time": "2026-07-17 10:17:19",
            "title": "机器人需要「看到三维未来」！RynnWorld-4D重塑4D具身世界模型",
            "desc": "RynnWorld-4D 第一次在单一扩散框架内实现了 RGB - 深度 - 光流的协同生成，并证明这种 4D 预测能力可以直接转化为真机闭环控制的增益。",
            "url": "https://www.51cto.com/article/849917.html",
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        },
        {
            "index": 20,
            "time": "2026-07-17 10:07:06",
            "title": "昇腾全栈技术引爆 WAIC！199 元拿华为 AI 认证，低成本补齐 AI 核心技能",
            "desc": "想要抓住国产 AI 风口、冲刺华为、政企、智慧城市相关岗位，华为 HCIA-AI 认证是目前性价比最高的能力背书，也是国内国产化 AI 赛道含金量第一梯队证书，在信创、国企、运营商、华为上下游企业具备不可替代的竞争力。",
            "url": "https://www.51cto.com/article/849915.html",
            "imgsrc": "https://s2.51cto.com/oss/202607/17/29eed1e15c684785918861d0de582afb19e300.png?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232"
        },
        {
            "index": 21,
            "time": "2026-07-17 09:51:35",
            "title": "平均每天Vibe Coding 16小时后，这是我觉得Fable 5和GPT-5.6时代最好用的AI开发流程",
            "desc": "Codex的目标模式，做的真的比Claude Code的效果要好，可能是因为GPT系列一直以来幻觉率极低，Prompt遵从效果也好，所以超长程任务几乎都不会变形，Claude推着推着有时候就不知道干个什么鬼东西了，甚至还会陷入死循环。",
            "url": "https://www.51cto.com/article/849912.html",
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        },
        {
            "index": 22,
            "time": "2026-07-17 09:46:44",
            "title": "xAI用Grok Build把Agent落地边界讲透了",
            "desc": "很多人第一反应还是去比模型——Grok 4.5 强不强、context 够不够、跟 Claude / Codex 谁赢。但官方开源公告里那句更狠：你现在能看见的，是 context 怎么拼、tool call 怎么派发、skills / plugins / hooks / MCP / 子 Agent 怎么被加载和调用。",
            "url": "https://www.51cto.com/article/849911.html",
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        },
        {
            "index": 23,
            "time": "2026-07-17 09:34:46",
            "title": "SKILL.md 瘦身指南：372 行压到 287 行的十一个压缩技术实战拆解",
            "desc": "SKILL.md 压缩是在重排信息层级：对外简洁接口，对内复杂实现。Agent 只需知道「调用什么、得到什么」。",
            "url": "https://www.51cto.com/article/849903.html",
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        },
        {
            "index": 24,
            "time": "2026-07-17 09:21:28",
            "title": "首 token 延迟降 3.25 倍！小红书联合北大、上交提出 HYPIC，让混合注意力大模型用上「位置无关缓存」",
            "desc": "小红书大模型推理团队联合北京大学、上海交通大学提出 HYPIC，这是首个在混合注意力大模型上实现位置无关缓存的服务系统。在 4 个生产级混合注意力模型、5 个工作负载上，HYPIC 将首 token 延迟（TTFT）平均降低 3.25 倍、同 SLO 下可持续 QPS 提升 1.66 倍，而任务质量与「完全重算」仅相差1.71 分。",
            "url": "https://www.51cto.com/article/849902.html",
            "imgsrc": "https://s2.51cto.com/oss/202607/17/d1c5b861957303dfbba868d6022f75215afc8e.jpg?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232"
        },
        {
            "index": 25,
            "time": "2026-07-17 09:14:47",
            "title": "状态太多时怎么办：函数近似、TD 参数更新与 DQN 的数学直觉",
            "desc": "当状态空间太大时，强化学习必须学一个“价值函数近似器”；而一旦近似器是深度网络，就要用 target network 和 replay buffer 去稳定学习过程。",
            "url": "https://www.51cto.com/article/849901.html",
            "imgsrc": "https://s2.51cto.com/oss/202607/17/855633730d0e74341da3186f3544c96514fc2b.jpg?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232"
        },
        {
            "index": 26,
            "time": "2026-07-17 09:13:55",
            "title": "阿里版 Claude Code 发布，夯爆了！",
            "desc": "Qoder CLI 给我的感觉是，平替不是口号。能力对齐、迁移零摩擦、多模型兜底、数据不出域，这四件事它都做在了前面。我不敢说它是终点，但作为这次封号潮里最平滑的退路，它够格。",
            "url": "https://www.51cto.com/article/849900.html",
            "imgsrc": "https://s2.51cto.com/oss/202607/17/b46d0d3638deb5d245a8792e9e71fdda4d47f1.jpg?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232"
        },
        {
            "index": 27,
            "time": "2026-07-17 09:06:06",
            "title": "2.8万亿参数,全球第三强,Kimi K3又双叒刷新开源纪录，Fable 5和 GPT5.6-sol颤抖吧",
            "desc": "Kimi K3,参数量达到2.8万亿,是目前公开的所有开源模型里规模最大的一个。",
            "url": "https://www.51cto.com/article/849899.html",
            "imgsrc": "https://s2.51cto.com/oss/202607/17/62adc1151cdd3d0085187332f8c3b44704ee12.jpg?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232"
        },
        {
            "index": 28,
            "time": "2026-07-17 09:05:31",
            "title": "为什么所有企业AI，最后都绕不开RAG？",
            "desc": "RAG到底是什么？为什么所有企业都在做RAG？企业级RAG又是如何设计和优化的？本文将从原理、架构、调优、难点、最新技术发展等多个角度，带你系统理解RAG。",
            "url": "https://www.51cto.com/article/849898.html",
            "imgsrc": "https://s2.51cto.com/oss/202607/17/572731e08f55943cea4093e5d4239660217748.jpg?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232"
        },
        {
            "index": 29,
            "time": "2026-07-17 09:03:30",
            "title": "拆开Claude大脑也没用！AI黑箱真正的钥匙，藏在本体工程",
            "desc": "Anthropic研究团队发表了《A global workspace in language models》，通过名为J透镜的工具在Claude内部识别出一个可被观测、可被干预且具有因果效力的神经活动区域——J-Space。",
            "url": "https://www.51cto.com/article/849896.html",
            "imgsrc": "https://s2.51cto.com/oss/202607/17/0780383750fef094e62866a3f1c0c7e1bf3db7.png?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232"
        },
        {
            "index": 30,
            "time": "2026-07-17 08:59:39",
            "title": "全球首个！银河通用新框架仅需人类视频即可部署，特斯拉蚌埠住了",
            "desc": "要说这两年，大模型最重要的变化之一，就是越来越不依赖预训练一锤定音，部分能力开始留到推理时刻再兑现。",
            "url": "https://www.51cto.com/article/849895.html",
            "imgsrc": "https://s2.51cto.com/oss/202607/17/069c79f97d78b641ee3779fa2e7a1689ab73fa.jpg?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232"
        },
        {
            "index": 31,
            "time": "2026-07-17 08:55:00",
            "title": "让VLA更懂接触，优理奇UniTac让机器人拥有“触觉想象力”",
            "desc": "最近，UniX AI（优理奇机器人）联合浙江大学、麻省理工、牛津、耶鲁以及上海交通大学，发布最新科研成果UniTac，提出一套统一的跨传感器触觉理解与生成架构，并进一步接入VLA，为机器人补上了“触觉想象力”。",
            "url": "https://www.51cto.com/article/849894.html",
            "imgsrc": "https://s2.51cto.com/oss/202607/17/f79f2b419381a537f1b3077044ebcf049864fe.png?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232"
        },
        {
            "index": 32,
            "time": "2026-07-17 08:53:00",
            "title": "让动态投机解码不再局限于DSpark：LightSpec首个开源动态MTP系统实现",
            "desc": "本文将围绕这一通用动态 MTP 系统，介绍其动态调度算法设计、运行时统计机制、完整系统实现、流水线优化以及实验结果，并展示 LightSpec 如何将动态 MTP 从一种面向特定模型的优化技巧，进一步演进为推理系统的一项基础能力。",
            "url": "https://www.51cto.com/article/849893.html",
            "imgsrc": "https://s2.51cto.com/oss/202607/17/79b420f84b65d66261e0972aa632e7d4c19b6f.png?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232"
        },
        {
            "index": 33,
            "time": "2026-07-17 08:52:00",
            "title": "别再写提示词，Claude官方亲自教你用四种循环自动干活",
            "desc": "循环真正的门槛，并不在于让AI一直跑，而在于它能不能自己踩住刹车。",
            "url": "https://www.51cto.com/article/849891.html",
            "imgsrc": "https://s2.51cto.com/oss/202607/17/948ed2356fc753f9435066fc0369e1372f4c1f.jpg?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232"
        },
        {
            "index": 34,
            "time": "2026-07-17 08:50:00",
            "title": "几亿美金砸出来的硅谷大模型，被一台相机干翻了！",
            "desc": "一边，是硅谷明星机器人初创Physical Intelligence，用数亿美金算力砸出来的明星大模型π0.5。另一边，是一家中国公司，加一台随手能买到的运动相机。",
            "url": "https://www.51cto.com/article/849890.html",
            "imgsrc": "https://s2.51cto.com/oss/202607/17/c21260818bbd3e2b5dd5077c1a7726cecb2c0a.jpg?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232"
        },
        {
            "index": 35,
            "time": "2026-07-17 08:34:56",
            "title": "LangChain 和 LangGraph 已死？那现在该用什么！",
            "desc": "2026 年你到底该用什么？发现一个低成本 AI 平台：GPT-5.6 倍率0.05， Claude Code 4.8 都能用，倍率 0.25，还支持 image-2 生图。适合 Codex / Claude Code 用户。",
            "url": "https://www.51cto.com/article/849892.html",
            "imgsrc": "https://s2.51cto.com/oss/202607/17/66ee5f49718eb1082c029008b34ddb96563e9d.jpg?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232"
        },
        {
            "index": 36,
            "time": "2026-07-17 08:22:46",
            "title": "AI 最大的新变化，不是模型更强了，而是它开始抢你的“电脑桌面”",
            "desc": "今天 AI 圈真正值得关注的新动向，不是某个模型又强了多少，而是 AI 正在改变自己的位置。它不再满足于做一个聊天框。它要进入你的桌面，进入你的文件，进入你的会议，进入你的办公流程，进入你的交付物。",
            "url": "https://www.51cto.com/article/849889.html",
            "imgsrc": "https://s2.51cto.com/oss/202607/17/443c64a88edfa4ad501086462f6b58ee2cf93e.jpg?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232"
        },
        {
            "index": 37,
            "time": "2026-07-17 07:48:39",
            "title": "为什么你的智能体总是在“瞎编”？一文搞懂 ReAct：让 AI 学会“边想边做”",
            "desc": "ReAct 这个概念来自一篇论文（Reasoning and Acting），核心思想特别朴素，就是让模型在每次决定“要不要用工具、用哪个工具”之前，先用大白话把自己的推理过程说出来，然后再采取行动，行动完拿到的结果又反过来影响下一轮的推理。",
            "url": "https://www.51cto.com/article/849888.html",
            "imgsrc": "https://s2.51cto.com/oss/202607/17/42b874b301a78adb02c13922f6dce0bf1230c6.jpg?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232"
        },
        {
            "index": 38,
            "time": "2026-07-17 07:47:42",
            "title": "你加了四个Agent，结果比不加更慢——多Agent的代价没人告诉你",
            "desc": "今天这篇，我们就来把\"单 Agent vs 多 Agent\"这个问题说清楚：什么时候一个 Agent 就够了，什么时候必须拆，拆了之后要付出什么代价。",
            "url": "https://www.51cto.com/article/849887.html",
            "imgsrc": "https://s2.51cto.com/oss/202607/17/71f8a765206d16ba351467b470c6c51edaa733.jpg?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232"
        },
        {
            "index": 39,
            "time": "2026-07-17 07:35:19",
            "title": "虚函数表到底存在什么地方？一文讲透 C++ 多态底层",
            "desc": "派生类不是\"修改\"父类的 vtable，而是有一份自己独立的 vtable，里面按照继承体系的虚函数排序填充函数地址。这也是为什么 ​​sizeof(Base)​​ 和 ​​sizeof(Derived)​​ 通常都包含了 vptr 的大小。",
            "url": "https://www.51cto.com/article/849886.html",
            "imgsrc": "https://s2.51cto.com/oss/202607/17/e8ed7660758ed107621207164746dbee19c3d7.jpg?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232"
        },
        {
            "index": 40,
            "time": "2026-07-17 07:26:20",
            "title": "GPT-5.6 Sol 之后，Superpowers 还值得用吗？",
            "desc": "在 GPT-5.6 上，我会把 Superpowers 从默认执行框架调整为“风险触发型工程约束库”：低风险任务使用模型原生执行，复杂或高风险任务再启用相应的计划、TDD、Review 和验证要求。这也是这次争议最值得团队带走的判断：模型升级，工作流也要重新定价。",
            "url": "https://www.51cto.com/article/849885.html",
            "imgsrc": "https://s2.51cto.com/oss/202607/17/2749b1c999b6513814c7222a8d3815cb64257d.png?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232"
        },
        {
            "index": 41,
            "time": "2026-07-17 07:23:39",
            "title": "一文读懂 Sub-Agents 与 Agent Teams：从单脑隔离到多脑交锋的架构演进",
            "desc": "从层级到扁平，从隔离到交锋，这条演进路径背后其实是同一个问题被反复追问：一个 AI 系统的\"协作单位\"到底应该多大，边界又该画在哪。子代理回答的是\"如何让一个大脑安全地分身去做事\"，Agent Teams 回答的是\"如何让几个独立的判断真正碰撞出比单一视角更可靠的结论\"。",
            "url": "https://www.51cto.com/article/849884.html",
            "imgsrc": "https://s2.51cto.com/oss/202607/17/35c021027d7835b7436458cf114b6f65ae6c6b.jpg?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232"
        },
        {
            "index": 42,
            "time": "2026-07-17 07:18:46",
            "title": "十万个why：Java 21 有了虚拟线程，CompletableFuture 异步编程是不是可以替换了？",
            "desc": "简单的异步 IO，用虚拟线程 + 同步写法。 查数据库、调 HTTP 接口、读文件这种场景，直接开虚拟线程同步写就行，代码简单、堆栈清晰、好 debug。不要再为了这种场景去写 ​​supplyAsync().thenApply().thenAccept()​​ 了。",
            "url": "https://www.51cto.com/article/849882.html",
            "imgsrc": "https://s2.51cto.com/oss/202607/17/95c546081206bd3ddd6382089114f523f7e40a.jpg?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232"
        },
        {
            "index": 43,
            "time": "2026-07-17 07:15:16",
            "title": "面试官：请设计一个IM系统——消息不丢、不重、实时送达的完整方案",
            "desc": "IM系统没有完美方案,只有适合业务的方案。微信的写扩散适合社交场景,钉钉的已读回执适合工作场景。面试时不要只背方案,要理解每个设计决策背后的权衡。",
            "url": "https://www.51cto.com/article/849881.html",
            "imgsrc": "https://s2.51cto.com/oss/202607/17/18272c6433eb694f325669fdd65513026a2870.jpg?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232"
        },
        {
            "index": 44,
            "time": "2026-07-17 06:50:15",
            "title": "数量多不等于更聪明！90%的AI翻车，其实源于“语境中毒”",
            "desc": "AI时代，企业正在犯一个似曾相识的错误：以为给AI更多数据，它就会变得更聪明，但事实是，海量信息并不会自动带来智慧，甚至可能让AI陷入混乱。",
            "url": "https://www.51cto.com/article/849880.html",
            "imgsrc": "https://s2.51cto.com/oss/202607/17/668e37a5689757bfbca308a7493fccbc0c1506.jpg?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232"
        },
        {
            "index": 45,
            "time": "2026-07-17 06:48:00",
            "title": "AI成本陷无底洞？别再按人头算账了！CIO降伏“Token吞金兽”的五个绝招",
            "desc": "生成式AI正在改变企业成本管理逻辑，过去IT关注的是购买多少许可证、服务多少用户，而AI时代真正需要管理的是：哪些工作流消耗了资源，智能体如何放大成本，以及这些消耗是否创造价值。",
            "url": "https://www.51cto.com/article/849879.html",
            "imgsrc": "https://s2.51cto.com/oss/202607/17/352ccca82c08dd3c12c1253f5a3025fa41582a.jpg?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232"
        },
        {
            "index": 46,
            "time": "2026-07-17 06:46:10",
            "title": "企业正在偷偷烧掉数百万Token：AI智能体真正的成本陷阱曝光",
            "desc": "AI智能体正在进入企业生产环境，但一个隐藏的成本黑洞正在浮现：真正决定AI经济效益的，不只是底层模型，而是协调模型、工具和工作流的“智能体外壳”。",
            "url": "https://www.51cto.com/article/849878.html",
            "imgsrc": "https://s2.51cto.com/oss/202607/17/78496e545a8cbfbcc9d065d522297e6767331e.jpg?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232"
        },
        {
            "index": 47,
            "time": "2026-07-17 01:00:00",
            "title": "Skywalking已全面拥抱AI！",
            "desc": "回到最初的问题：Skywalking接入AI，到底解决了什么问题？它解决了链路追踪工具的“最后一公里”问题。以前的Skywalking，像一台X光机——能拍出清晰的骨骼图像，但看懂片子、下诊断还得靠医生。",
            "url": "https://www.51cto.com/article/849868.html",
            "imgsrc": "https://s2.51cto.com/oss/202607/16/c736f4f102f0b759e4a6090303e990d3d19f67.jpg?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232"
        },
        {
            "index": 48,
            "time": "2026-07-17 00:00:00",
            "title": "Anthropic揭秘AI四大失控行为：泄密、删账、改分，还差点骗过人类",
            "desc": "给足了AI权限，它会不会使坏？Anthropic真的把这个问题，做成了一场实验。他们把全行业最强的十几个AI模型，一个个扔进模拟的公司和实验室。给代码权限，给财务权限，给评估权限，然后看会发生什么。",
            "url": "https://www.51cto.com/article/849869.html",
            "imgsrc": "https://s2.51cto.com/oss/202607/16/f7d766c97ea89a8bcf528996a25ed68d99fd10.jpg?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232"
        },
        {
            "index": 49,
            "time": "2026-07-16 14:33:30",
            "title": "别指望大模型包办一切！AI先驱施密德胡伯：LLM只是预测器，Coding Agent还缺控制、反馈和行动能力",
            "desc": "模型负责理解与生成，Controller负责计划与调度，工具连接真实环境，测试与日志提供反馈，运行时管理权限与隔离，Trace保存完整过程。",
            "url": "https://www.51cto.com/article/849850.html",
            "imgsrc": "https://s2.51cto.com/oss/202607/16/06c5bd0296d9d92ba1d1825e906663e5dbf506.jpg?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232"
        },
        {
            "index": 50,
            "time": "2026-07-16 14:30:16",
            "title": "一位失忆患者，揭开了AI记忆的误区",
            "desc": "研究人员安排他看着镜子临摹复杂图案。虽然他完全不记得自己练习过这项任务，但日复一日下来，他的手法越来越熟练。身体记住了经验，可他的意识对此一无所知。",
            "url": "https://www.51cto.com/article/849849.html",
            "imgsrc": "https://s2.51cto.com/oss/202607/16/438814c1785b20e5c9081912311237a9181b4c.jpg?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232"
        }
    ],
    "copyright": "娱乐范——聚合热搜榜"
}