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            "title": "一文搞懂 Multi-Agent：AI 是如何分工、协作与决策的？",
            "desc": "单个 agent 只需要处理一条时间线：感知、推理、行动、循环。一旦变成多个 agent，问题的维度立刻从一维变成了多维——谁该做哪一部分？谁需要知道谁发现了什么？谁的动作要等谁先完成？两个 agent 的判断打架了听谁的？系统怎么知道所有人都干完了？",
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            "time": "2026-07-15 10:13:00",
            "title": "Anthropic再次延长Fable 5免费期，并对Cursor中发现的新模型保持沉默",
            "desc": "虽然 Fable 5 在诸如 SWE-bench Pro 等存储库级编码基准测试中仍保持着最强的已发布结果，但包括 OpenAI 的 GPT-5.6 Sol 和 xAI 的 Grok 4.5 在内的竞争对手，现在正以极低的价格瞄准同样的高端开发者市场。",
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            "time": "2026-07-15 09:59:23",
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            "time": "2026-07-15 09:55:30",
            "title": "告别传统 HPA！基于 AI Agent 的 Kubernetes Pod 智能弹性伸缩实践",
            "desc": "AI 智能体与 K8s 的融合，将容器弹性运维从“人工规则驱动”升级为“人工智能自主驱动”，在保障业务高 SLA 的同时，实现了集群资源降本增效、运维工作无人值守，是未来云原生智能运维的核心发展方向。",
            "url": "https://www.51cto.com/article/849671.html",
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        {
            "index": 12,
            "time": "2026-07-15 09:46:14",
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            "desc": "GPT-Live 的发布，标志着机器全面迎合人类原生沟通习惯的时代已经到来。OpenAI 为我们铺设了一条宽阔的“信息高速公路”，但这仅仅是个开始。真正跑在这条公路上的，将是千千万万个结合了特定行业知识、深耕私有化部署和垂直场景的“特种车辆”。属于全双工 AI 的繁荣生态，才刚刚拉开帷幕。​",
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        {
            "index": 14,
            "time": "2026-07-15 09:27:35",
            "title": "为什么说大模型的推理，其实是“两份工作”？",
            "desc": "在模型真正开始“思考”之前，它必须先将人类的语言转化为它能理解的格式。机器不懂汉字或字母，它们只懂数字。因此，你输入的句子首先会被切分成一个个被称为 Token 的基础单元。",
            "url": "https://www.51cto.com/article/849666.html",
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            "time": "2026-07-15 09:18:10",
            "title": "小红书发布大模型新架构 PIPO ，让模型一次「吞两个、吐两个」",
            "desc": "为了解决效率瓶颈，小红书大模型基建团队提出新架构 PIPO（Pair-In, Pair-Out）：在模型输入侧，压缩器把两个输入 token 折叠成一个 latent；在模型输出侧，MTP head 把一个隐藏状态展开成一个额外输出 token；进而实现减半输入长度、双倍每步输出长度。",
            "url": "https://www.51cto.com/article/849664.html",
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            "time": "2026-07-15 09:07:00",
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            "time": "2026-07-15 09:05:00",
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            "url": "https://www.51cto.com/article/849642.html",
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            "index": 18,
            "time": "2026-07-15 09:03:00",
            "title": "三步推理生成加速20+倍！CoLT教会多模态大模型用「潜思维链」思考",
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            "url": "https://www.51cto.com/article/849637.html",
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            "index": 19,
            "time": "2026-07-15 09:02:48",
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            "url": "https://www.51cto.com/article/849654.html",
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            "index": 20,
            "time": "2026-07-15 09:02:00",
            "title": "视频通用模型来了！DeepMind 再证「生成即理解」，何恺明参与",
            "desc": "一种常见的思路，是把视频中的信息逐层剥离。例如动作理解，原始像素转化为人体关键点，连续动作经过时序分割变成片段，整个过程要尽可能抛弃与任务无关的干扰信息。",
            "url": "https://www.51cto.com/article/849635.html",
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        {
            "index": 21,
            "time": "2026-07-15 09:00:00",
            "title": "10000小时人类数据，练出全球首个全身移动操作隐式世界动作模型",
            "desc": "决定人形机器人能力上限的，已经不只是关节与电机。能否理解环境、预测变化，并协调全身完成任务，正在成为其走向通用的关键。",
            "url": "https://www.51cto.com/article/849634.html",
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            "time": "2026-07-15 08:59:34",
            "title": "69岁强化学习之父Richard Sutton创业：造20瓦人脑级智能体",
            "desc": "强化学习奠基人、2024年图灵奖得主Richard Sutton宣布，自己已和学生Khurram Javed离开John Carmack创办的Keen Technologies，另起炉灶成立Oak Lab。",
            "url": "https://www.51cto.com/article/849650.html",
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            "index": 23,
            "time": "2026-07-15 08:57:29",
            "title": "一句「哈哈」引发的苹果OpenAI窃密大战",
            "desc": "人都已经在OpenAI上班了，他却发现自己还能访问苹果内部网络存储。",
            "url": "https://www.51cto.com/article/849649.html",
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        {
            "index": 24,
            "time": "2026-07-15 08:52:00",
            "title": "ACL 2026 SAC Highlight｜机器学习Agent的真正瓶颈，不是写代码，而是判断哪个实验值得跑",
            "desc": "现在的 AI 不仅能聊天，已经可以独立做机器学习实验了 —— 拿到任务，自己写训练代码、自己跑实验、看结果、改方案，循环往复直到拿出更好的模型。",
            "url": "https://www.51cto.com/article/849647.html",
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        },
        {
            "index": 25,
            "time": "2026-07-15 08:50:00",
            "title": "Yann LeCun连续转发并高度认可的VISReg，到底强在哪？",
            "desc": "近日，自监督学习新工作 VISReg获图灵奖得主 Yann LeCun 连续转发并给予高度认可 —— 他在转发时评价道「VICReg begat SIGReg which begat VISReg」（VICReg 孕育了 SIGReg，SIGReg 又孕育了 VISReg）。",
            "url": "https://www.51cto.com/article/849646.html",
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        },
        {
            "index": 26,
            "time": "2026-07-15 08:48:00",
            "title": "AI也会「看人下菜」？Anthropic勾勒出了Claude的价值观画像",
            "desc": "Anthropic 最新研究发现，Claude 在不同模型、不同语言中，会表现出不同的价值取向。Sonnet 4.6 更温暖，更愿意顺应用户，也更简洁。",
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        {
            "index": 27,
            "time": "2026-07-15 08:47:00",
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            "index": 30,
            "time": "2026-07-15 08:44:04",
            "title": "171个“已批准”却迟迟未实现的提案：Go语言的十年“欠账清单”",
            "desc": "越“边缘”的仓库和越依赖社区贡献的领域，积压越严重。x/* 系列仓库本来就不在 Go 核心团队的 KPI 里，crypto 相关提案往往涉及大量向后兼容的谨慎评估，天然就慢。",
            "url": "https://www.51cto.com/article/849643.html",
            "imgsrc": "https://s2.51cto.com/oss/202607/15/95c7d16849b66d4b3ee534d2edeb84cc2302ab.jpg?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232"
        },
        {
            "index": 31,
            "time": "2026-07-15 08:43:00",
            "title": "Scaling Law一招鲜？首个晶体结构操作基准，顶级大模型集体翻车",
            "desc": "大模型在原子操作任务中遭遇瓶颈。尽管大模型能解析材料知识，却难以精准操控原子结构。研究指出Scaling Law在空间逻辑任务中效果有限，强调AI for Science需转向Action Scaling，提升模型在真实科研操作中的能力。",
            "url": "https://www.51cto.com/article/849627.html",
            "imgsrc": "https://s2.51cto.com/oss/202607/15/f4b3582494aae1c92410417c5e15db83088e33.png?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232"
        },
        {
            "index": 32,
            "time": "2026-07-15 08:42:00",
            "title": "卡了半年的弦论难题，Claude一夜解开！东大教授惊到删推",
            "desc": "人类迈入全新科学时代！卡半年的弦论笔记被Claude Fable 5一晚破解，AI甚至主动写代码验证自己的预测，AI怀疑论或彻底破产。",
            "url": "https://www.51cto.com/article/849626.html",
            "imgsrc": "https://s2.51cto.com/oss/202607/15/b8357336700eeb535395354f18929cfab784a4.png?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232"
        },
        {
            "index": 33,
            "time": "2026-07-15 08:40:00",
            "title": "刚刚，Claude设计「大脑」走了！马斯克再下一城",
            "desc": "刚刚，AI编程圈干了一件狠事。拿下Cursor的马斯克，又把劲敌Claude的设计「大脑」挖走了。",
            "url": "https://www.51cto.com/article/849624.html",
            "imgsrc": "https://s2.51cto.com/oss/202607/15/492eeb8269a179685b78354a1c1d143124684d.jpg?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232"
        },
        {
            "index": 34,
            "time": "2026-07-15 08:36:24",
            "title": "凌晨2点的PR谁来回？AgentTeams 给 LoongSuite 配了个 7×24h 社区管理员",
            "desc": "从 2026 年 6 月中旬上线至今约三周，它覆盖了 PR 审查、Issue 评估、CI 监控、贡献者沟通等核心场景，累计处理 108 个 PR、48 个 Issue，24 次直接修复代码并推送至贡献者分支。这篇文章记录了这个实践的全过程——包括做对了什么，以及踩了哪些坑。",
            "url": "https://www.51cto.com/article/849639.html",
            "imgsrc": "https://s2.51cto.com/oss/202607/15/619b17b92f7457f201f920f5ef7639c43d3c33.jpg?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232"
        },
        {
            "index": 35,
            "time": "2026-07-15 08:35:09",
            "title": "中国成功回收火箭！外媒：接下来将大规模部署卫星",
            "desc": "中国成功发射长征十号乙运载火箭，并实现全球首次运载火箭海上网系回收，这标志着中国在重复使用火箭方面取得重大突破。",
            "url": "https://www.51cto.com/article/849638.html",
            "imgsrc": "https://s2.51cto.com/oss/202607/15/7985ea332e5f79355f6649e308f77c00966505.jpg?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232"
        },
        {
            "index": 36,
            "time": "2026-07-15 08:31:51",
            "title": "AI Agent Skill 工程化 08：让 Skill 自己变好——从 autoresearch 学会 L4 进化的设计原则",
            "desc": "08 篇用 CI 锁住了「别改坏」。但 Skill 要长期可用，还需要另一套机制：从真实使用里发现问题，单假设改一维，Eval 裁决 KEEP/REVERT。",
            "url": "https://www.51cto.com/article/849636.html",
            "imgsrc": "https://s2.51cto.com/oss/202607/15/f3b537c94edc6cc6623275672f8fc4b579ff8d.jpg?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232"
        },
        {
            "index": 37,
            "time": "2026-07-15 08:26:00",
            "title": "你用 Claude Code 的姿势，从根上就错了",
            "desc": "最近，Anthropic 官方团队（包括 Lydia Hallie）做了一场完整的 Claude Code 讲解，从底层原理到真实项目落地，把很多人一直搞不清楚的问题讲透了。",
            "url": "https://www.51cto.com/article/849633.html",
            "imgsrc": "https://s2.51cto.com/oss/202607/15/a9b8c2b018daf85b30d162f3f02fe36f6e932f.jpg?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232"
        },
        {
            "index": 38,
            "time": "2026-07-15 08:15:18",
            "title": "回复一句 OK，Grok Build 就把整个 Git 仓库上传了，马斯克亲自下场回应",
            "desc": "因为如果你想要 AI 编程工具能真正帮你干活，本身就需要拿到很大的权限。权限给少了，它干不了活。权限给多了，又担心它 “偷你代码”这才是为什么阿里会直接就把 CC 给禁了的原因。",
            "url": "https://www.51cto.com/article/849628.html",
            "imgsrc": "https://s2.51cto.com/oss/202607/15/b8a5fff41847619a437287e4d7a9c6617dbff8.jpg?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232"
        },
        {
            "index": 39,
            "time": "2026-07-15 08:12:49",
            "title": "Bun 改用 Rust，Zig 作者下场开喷：跟我没关系了，挺好",
            "desc": "Zig 语言的创始人 Andrew Kelley 跑出来写了篇长文 My Thoughts on the Bun Rust Rewrite [2] ，对着 Bun 作者就是 一顿狂喷 。Bun 当年就是用 Zig 写的，Zig 算是 Bun 的 娘家 ，这俩有渊源。",
            "url": "https://www.51cto.com/article/849625.html",
            "imgsrc": "https://s2.51cto.com/oss/202607/15/d884e3696c878869df9969c6aad7e5be5774a5.jpg?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232"
        },
        {
            "index": 40,
            "time": "2026-07-15 07:38:57",
            "title": "Palantir，真的这么香？",
            "desc": "既然全盘照搬Palantir行不通，全盘否定又浪费了其关于“业务语义层+行动闭环”的先进思想，中国企业需要的是一套去魅后重构的、因地制宜的科学落地方法论。这套方法论应当建立在对核心概念的精准区分、实施路径的务实选择，以及与AI结合的边界设计之上，而非对海外架构的像素级复制。",
            "url": "https://www.51cto.com/article/849621.html",
            "imgsrc": "https://s2.51cto.com/oss/202607/15/27fd251604a18fb2f04539e1eb2595e951c540.jpg?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232"
        },
        {
            "index": 41,
            "time": "2026-07-15 07:22:21",
            "title": "隧道信号黑科技——“隧波共鸣单元”",
            "desc": "传统方案是被动补信号、靠硬件填短板，治标不治本。隧波共鸣单元，是主动借隧道、靠原理传信号，从根源破解隧道通信难题，是目前隧道5G/5G-A覆盖的最优解。",
            "url": "https://www.51cto.com/article/849619.html",
            "imgsrc": "https://s2.51cto.com/oss/202607/15/612c57e39d506fa79282352cacc81877d6a4e0.jpg?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232"
        },
        {
            "index": 42,
            "time": "2026-07-15 07:16:24",
            "title": "四比特的苦涩教训：一个能跑通 NVFP4 强化学习的完整配方",
            "desc": "RL 的本质，是让模型在\"行动—后果\"的循环里学习。humans& 做 RL 的出发点，是想训练出真正理解\"自己和人互动会带来什么长期影响\"的模型。一次 RL 循环[^1] 里，模型先行动，拿到奖励，再更新各个动作的概率。",
            "url": "https://www.51cto.com/article/849618.html",
            "imgsrc": "https://s2.51cto.com/oss/202607/15/317a6ab7092e1a67fa64583965433bc4ac53b9.jpg?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232"
        },
        {
            "index": 43,
            "time": "2026-07-15 07:06:47",
            "title": "反射、泛型、注解、SPI、动态代理——Java高级特性实战解析",
            "desc": "Java高级特性不是炫技,而是理解框架源码的钥匙。反射让运行时操作类成为可能,泛型保证类型安全,SPI实现插件化扩展,注解让代码自带元数据,动态代理是AOP的底层基石。",
            "url": "https://www.51cto.com/article/849617.html",
            "imgsrc": "https://s2.51cto.com/oss/202607/15/c9270bf585c69beee9f378135829100a94fd97.jpg?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232"
        },
        {
            "index": 44,
            "time": "2026-07-15 07:00:27",
            "title": "扒光 OpenAI 前端：十亿用户的 ChatGPT 网页版，底层居然这么“普通”？",
            "desc": "ChatGPT 网页版每个月有差不多 10 亿用户访问，这在整个互联网流量版图里都是绝对的头部。我们本以为这种规模的站点，前端必然要上一些惊世骇俗的专用系统，但扒开底细一看，它的核心技术栈竟然全是普通得不能再普通的开源大路货。",
            "url": "https://www.51cto.com/article/849616.html",
            "imgsrc": "https://s2.51cto.com/oss/202607/15/c2668be762e4bb1a1fe68248c1afac9175a40c.jpg?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232"
        },
        {
            "index": 45,
            "time": "2026-07-15 06:53:45",
            "title": "一张AI风险表救不了企业：当AI出了问题，你需要的是“应急系统”",
            "desc": "很多企业已经建立了AI风险登记册，却忽略了更关键的问题：当AI真正出错时，谁负责调查、谁保留证据、谁决定暂停系统？风险清单只能“看见风险”，却无法“处置风险”。成熟的AI治理，应从文档管理升级为可执行的事件响应体系，明确AI事件定义、证据留存、责任归属、升级流程和停机决策权。",
            "url": "https://www.51cto.com/article/849615.html",
            "imgsrc": "https://s2.51cto.com/oss/202607/15/17a38f524d55ff07d53951424a4c7c083d860e.png?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232"
        },
        {
            "index": 46,
            "time": "2026-07-15 06:48:58",
            "title": "大厂高频面试题：如何排查 C++ 内存泄漏与段错误？",
            "desc": "内存泄漏属于慢性隐性故障，不会立刻崩溃，但内存占用持续上涨、接口延时不断增加，久而久之程序卡顿降级，最终触发OOM 宕机，段错误为突发性致命故障没有固定的重复出现的规律，时不时地会出现闪退的情况，并且还缺少日志，这样很难去定位的程序崩溃方面的问题。",
            "url": "https://www.51cto.com/article/849613.html",
            "imgsrc": "https://s2.51cto.com/oss/202607/15/43f94c344829b3259a1380bd2f1203d5efa31d.jpg?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232"
        },
        {
            "index": 47,
            "time": "2026-07-15 05:20:00",
            "title": "Vue Router 路由入门第一章：客户端路由到底是什么",
            "desc": "Vue Router 是 Vue 官方提供的客户端路由库，专门为 Vue 的组件系统设计。",
            "url": "https://www.51cto.com/article/849562.html",
            "imgsrc": "https://s2.51cto.com/oss/202607/14/e5bd79575a4b1d414771594bc59594b18844ec.jpg?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232"
        },
        {
            "index": 48,
            "time": "2026-07-15 05:10:00",
            "title": "SpringBoot 批量插入/更新优化（MyBatis Batch）",
            "desc": "其实MyBatis Batch 入门不难，核心就是抓住“复用连接、复用预编译SQL、批量提交”三个关键点，再配合正确的配置和分批处理，就能轻松解决批量操作卡顿、超时问题。",
            "url": "https://www.51cto.com/article/849559.html",
            "imgsrc": "https://s2.51cto.com/oss/202607/14/f5149e471d4a108294c93201ef7b51e7ac357c.jpg?x-oss-process=image/format,jpg,image/resize,m_fixed,w_416,h_232"
        },
        {
            "index": 49,
            "time": "2026-07-13 22:21:34",
            "title": "HarmonyOS 消息推送服务端集成全攻略（1）",
            "desc": "HarmonyOS消息推送服务端集成全攻略（1）项目地址：https:gitcode.comHarmonyOSSamplespushkitserver简介本文介绍如何在服务端集成华为消息...",
            "url": "https://ost.51cto.com/posts/52652",
            "imgsrc": ""
        },
        {
            "index": 50,
            "time": "2026-07-13 22:20:27",
            "title": "HarmonyOS 文件预览服务进阶指南（1）",
            "desc": "HarmonyOS文件预览服务进阶指南（1）项目地址：https:gitcode.comHarmonyOSSamplespreviewkit简介本文介绍如何在HarmonyOS应用中集成华为文...",
            "url": "https://ost.51cto.com/posts/52649",
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    ],
    "copyright": "鬼鬼API——聚合热搜榜"
}