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  <author>
    <name>Liam</name>
  </author>
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  <rights>All rights reserved 2026, Liam</rights>
  <subtitle>AI、产品、数据、旅行与生活观察</subtitle>
  <title>Liam's Notes</title>
  <updated>2026-05-20T18:12:35.448Z</updated>
  <entry>
    <author>
      <name>Liam</name>
    </author>
    <category term="AI &amp; Systems" scheme="https://blog.naaln.com/categories/AI-Systems/"/>
    <category term="Workflow" scheme="https://blog.naaln.com/tags/Workflow/"/>
    <category term="SystemDesign" scheme="https://blog.naaln.com/tags/SystemDesign/"/>
    <category term="ProductThinking" scheme="https://blog.naaln.com/tags/ProductThinking/"/>
    <category term="UserExperience" scheme="https://blog.naaln.com/tags/UserExperience/"/>
    <category term="Agent" scheme="https://blog.naaln.com/tags/Agent/"/>
    <id>https://blog.naaln.com/2026/05/newsletter-121/</id>
    <link href="https://blog.naaln.com/2026/05/newsletter-121/"/>
    <published>2026-05-18T02:30:00.000Z</published>
    <summary>Jakob Nielsen 提出意图驱动 UX 新范式，JetBrains Air 开启多 Agent 编排时代，Notion Agent 跳票一年后成转化率最高功能，小红书四年 AI 转型的摇摆与坚持</summary>
    <title>L121_意图驱动时代，我们该相信什么</title>
    <updated>2026-05-20T18:12:35.448Z</updated>
  </entry>
  <entry>
    <author>
      <name>Liam</name>
    </author>
    <category term="AI &amp; Systems" scheme="https://blog.naaln.com/categories/AI-Systems/"/>
    <category term="SystemDesign" scheme="https://blog.naaln.com/tags/SystemDesign/"/>
    <category term="ProductThinking" scheme="https://blog.naaln.com/tags/ProductThinking/"/>
    <category term="BusinessModel" scheme="https://blog.naaln.com/tags/BusinessModel/"/>
    <category term="Agent" scheme="https://blog.naaln.com/tags/Agent/"/>
    <category term="AI Coding" scheme="https://blog.naaln.com/tags/AI-Coding/"/>
    <id>https://blog.naaln.com/2026/05/agent-new-species-economic-system/</id>
    <link href="https://blog.naaln.com/2026/05/agent-new-species-economic-system/"/>
    <published>2026-05-13T16:00:00.000Z</published>
    <summary>基于海外独角兽文章的延伸思考，讨论 Agent 如何改变软件形态、商业指标、基础设施和开发者工作方式。</summary>
    <title>Agent 时代启示录：当 Agent 作为新物种加入经济系统</title>
    <updated>2026-05-20T18:12:35.448Z</updated>
  </entry>
  <entry>
    <author>
      <name>Liam</name>
    </author>
    <category term="Notes &amp; Essays" scheme="https://blog.naaln.com/categories/Notes-Essays/"/>
    <category term="Learning" scheme="https://blog.naaln.com/tags/Learning/"/>
    <category term="DecisionMaking" scheme="https://blog.naaln.com/tags/DecisionMaking/"/>
    <category term="AI" scheme="https://blog.naaln.com/tags/AI/"/>
    <category term="Newsletter" scheme="https://blog.naaln.com/tags/Newsletter/"/>
    <category term="AgenticAI" scheme="https://blog.naaln.com/tags/AgenticAI/"/>
    <id>https://blog.naaln.com/2026/05/newsletter-120/</id>
    <link href="https://blog.naaln.com/2026/05/newsletter-120/"/>
    <published>2026-05-08T12:58:37.000Z</published>
    <summary>Claude Code之父宣布编程已被AI彻底解决，Hermes多Agent组建跨境电商团队，AI时代教育该鸡什么方向</summary>
    <title>L120_编程已死，判断力当立</title>
    <updated>2026-05-20T18:12:35.448Z</updated>
  </entry>
  <entry>
    <author>
      <name>Liam</name>
    </author>
    <category term="AI &amp; Systems" scheme="https://blog.naaln.com/categories/AI-Systems/"/>
    <category term="Workflow" scheme="https://blog.naaln.com/tags/Workflow/"/>
    <category term="SystemDesign" scheme="https://blog.naaln.com/tags/SystemDesign/"/>
    <category term="ProductThinking" scheme="https://blog.naaln.com/tags/ProductThinking/"/>
    <category term="Newsletter" scheme="https://blog.naaln.com/tags/Newsletter/"/>
    <category term="AgenticAI" scheme="https://blog.naaln.com/tags/AgenticAI/"/>
    <id>https://blog.naaln.com/2026/05/newsletter-119/</id>
    <link href="https://blog.naaln.com/2026/05/newsletter-119/"/>
    <published>2026-05-06T02:00:00.000Z</published>
    <summary>Notion 用软件工厂模式重构了 AI 智能体开发范式，而模型在长上下文中主动选择偷懒的发现，让 Harness Engineering 的缰绳理论面临尴尬。AI 硬件出海、Claude Design 冲击 Figma、以及速溶咖啡的百年发明史——这期的主题是：当工具越来越聪明，我们该学会什么时候收手。</summary>
    <title>L119_缰绳与偷懒的模型</title>
    <updated>2026-05-20T18:12:35.448Z</updated>
  </entry>
  <entry>
    <author>
      <name>Liam</name>
    </author>
    <category term="Notes &amp; Essays" scheme="https://blog.naaln.com/categories/Notes-Essays/"/>
    <category term="Observation" scheme="https://blog.naaln.com/tags/Observation/"/>
    <category term="ProductThinking" scheme="https://blog.naaln.com/tags/ProductThinking/"/>
    <category term="SystemsThinking" scheme="https://blog.naaln.com/tags/SystemsThinking/"/>
    <category term="AI" scheme="https://blog.naaln.com/tags/AI/"/>
    <category term="Newsletter" scheme="https://blog.naaln.com/tags/Newsletter/"/>
    <id>https://blog.naaln.com/2026/04/newsletter-118/</id>
    <link href="https://blog.naaln.com/2026/04/newsletter-118/"/>
    <published>2026-04-25T02:00:00.000Z</published>
    <summary>库克将在 9 月卸任苹果 CEO，接棒的是在实验室待了 25 年的硬件工程师特努斯。GEO 正在替代 SEO，当 AI 能写五万字小说却被七猫两天拒稿时，真正不可替代的东西开始浮出水面。</summary>
    <title>L118_出去走一走</title>
    <updated>2026-05-20T18:12:35.448Z</updated>
  </entry>
  <entry>
    <author>
      <name>Liam</name>
    </author>
    <category term="Notes &amp; Essays" scheme="https://blog.naaln.com/categories/Notes-Essays/"/>
    <category term="Observation" scheme="https://blog.naaln.com/tags/Observation/"/>
    <category term="KnowledgeManagement" scheme="https://blog.naaln.com/tags/KnowledgeManagement/"/>
    <category term="ProductThinking" scheme="https://blog.naaln.com/tags/ProductThinking/"/>
    <category term="SystemsThinking" scheme="https://blog.naaln.com/tags/SystemsThinking/"/>
    <category term="AgenticAI" scheme="https://blog.naaln.com/tags/AgenticAI/"/>
    <id>https://blog.naaln.com/2026/04/newsletter-117/</id>
    <link href="https://blog.naaln.com/2026/04/newsletter-117/"/>
    <published>2026-04-18T04:00:00.000Z</published>
    <summary>Karpathy 提出了 LLM Wiki，让 AI 像维护代码库一样持续编写知识。从蒸馏隐性知识的两百年困境到 20 人团队估值 200 亿，AI 能力正在外溢，所有边界都在重新划定。</summary>
    <title>L117_当能力开始外溢</title>
    <updated>2026-05-20T18:12:35.447Z</updated>
  </entry>
  <entry>
    <author>
      <name>Liam</name>
    </author>
    <category term="Notes &amp; Essays" scheme="https://blog.naaln.com/categories/Notes-Essays/"/>
    <category term="Writing" scheme="https://blog.naaln.com/tags/Writing/"/>
    <category term="Learning" scheme="https://blog.naaln.com/tags/Learning/"/>
    <category term="ProductThinking" scheme="https://blog.naaln.com/tags/ProductThinking/"/>
    <category term="SystemsThinking" scheme="https://blog.naaln.com/tags/SystemsThinking/"/>
    <id>https://blog.naaln.com/2026/04/meaning-grows-in-action/</id>
    <link href="https://blog.naaln.com/2026/04/meaning-grows-in-action/"/>
    <published>2026-04-14T13:00:00.000Z</published>
    <summary>写完「为什么我总觉得自己没有梦想」之后，我继续往下想，发现真正困住我的未必是没有方向，而是总想先确认意义再行动。借王阳明心学重新理解内耗、反馈与行动：意义不是起点，而是行动和反馈的副产品。</summary>
    <title>意义不是想清楚才有，而是做着做着长出来的</title>
    <updated>2026-05-20T18:12:35.447Z</updated>
  </entry>
  <entry>
    <author>
      <name>Liam</name>
    </author>
    <category term="Notes &amp; Essays" scheme="https://blog.naaln.com/categories/Notes-Essays/"/>
    <category term="Writing" scheme="https://blog.naaln.com/tags/Writing/"/>
    <category term="LongTermism" scheme="https://blog.naaln.com/tags/LongTermism/"/>
    <category term="ProductThinking" scheme="https://blog.naaln.com/tags/ProductThinking/"/>
    <category term="SystemsThinking" scheme="https://blog.naaln.com/tags/SystemsThinking/"/>
    <id>https://blog.naaln.com/2026/04/talk-about-dream-and-feedback/</id>
    <link href="https://blog.naaln.com/2026/04/talk-about-dream-and-feedback/"/>
    <published>2026-04-13T13:00:00.000Z</published>
    <summary>看了一个把兴趣做成事业的人之后，我开始重新理解自己的焦虑。也许问题并不在于没有梦想，而在于做了很多事，却始终没有形成稳定的反馈和积累。</summary>
    <title>为什么我总觉得自己没有梦想</title>
    <updated>2026-05-20T18:12:35.448Z</updated>
  </entry>
  <entry>
    <author>
      <name>Liam</name>
    </author>
    <category term="Notes &amp; Essays" scheme="https://blog.naaln.com/categories/Notes-Essays/"/>
    <category term="Observation" scheme="https://blog.naaln.com/tags/Observation/"/>
    <category term="KnowledgeManagement" scheme="https://blog.naaln.com/tags/KnowledgeManagement/"/>
    <category term="SystemDesign" scheme="https://blog.naaln.com/tags/SystemDesign/"/>
    <category term="ProductThinking" scheme="https://blog.naaln.com/tags/ProductThinking/"/>
    <category term="AgenticAI" scheme="https://blog.naaln.com/tags/AgenticAI/"/>
    <id>https://blog.naaln.com/2026/04/newsletter-116/</id>
    <link href="https://blog.naaln.com/2026/04/newsletter-116/"/>
    <published>2026-04-11T03:48:15.000Z</published>
    <summary>Block 想把公司本身做成一种 intelligence，而不是给每个人配一个 Copilot。当 AI 把执行变成水电煤，护城河回流到审美、判断和现实世界的交付能力。换电机不等于重新设计工厂。</summary>
    <title>L116_当智能变成基础设施</title>
    <updated>2026-05-20T18:12:35.447Z</updated>
  </entry>
  <entry>
    <author>
      <name>Liam</name>
    </author>
    <category term="Product &amp; Intelligence" scheme="https://blog.naaln.com/categories/Product-Intelligence/"/>
    <category term="SystemDesign" scheme="https://blog.naaln.com/tags/SystemDesign/"/>
    <category term="ProductThinking" scheme="https://blog.naaln.com/tags/ProductThinking/"/>
    <category term="Strategy" scheme="https://blog.naaln.com/tags/Strategy/"/>
    <category term="DecisionMaking" scheme="https://blog.naaln.com/tags/DecisionMaking/"/>
    <category term="AgenticAI" scheme="https://blog.naaln.com/tags/AgenticAI/"/>
    <id>https://blog.naaln.com/2026/04/newsletter-115/</id>
    <link href="https://blog.naaln.com/2026/04/newsletter-115/"/>
    <published>2026-04-04T12:52:31.000Z</published>
    <summary>AI 编程正在从执行变成指挥，审美成为最后的护城河。从电力革命的 40 年时滞看 AI，换电机不等于重新设计工厂，个体生产力翻倍不等于组织价值翻倍。</summary>
    <title>L115_从电力革命到Agent时代：我们该重新设计工厂了</title>
    <updated>2026-05-20T18:12:35.447Z</updated>
  </entry>
  <entry>
    <author>
      <name>Liam</name>
    </author>
    <category term="Product &amp; Intelligence" scheme="https://blog.naaln.com/categories/Product-Intelligence/"/>
    <category term="Workflow" scheme="https://blog.naaln.com/tags/Workflow/"/>
    <category term="SystemsThinking" scheme="https://blog.naaln.com/tags/SystemsThinking/"/>
    <category term="Product" scheme="https://blog.naaln.com/tags/Product/"/>
    <category term="UserExperience" scheme="https://blog.naaln.com/tags/UserExperience/"/>
    <category term="Agent" scheme="https://blog.naaln.com/tags/Agent/"/>
    <id>https://blog.naaln.com/2026/03/newsletter-114/</id>
    <link href="https://blog.naaln.com/2026/03/newsletter-114/"/>
    <published>2026-03-29T04:30:00.000Z</published>
    <summary>OPPO 折叠屏和戴森吸尘器把证明过程变成了产品体验本身。AI 编程的心流正在改变，写 Skill 成了结构化思维的训练。让人看见比告诉对方更有效。</summary>
    <title>L114_设计细节与AI工具</title>
    <updated>2026-05-20T18:12:35.447Z</updated>
  </entry>
  <entry>
    <author>
      <name>Liam</name>
    </author>
    <category term="AI &amp; Systems" scheme="https://blog.naaln.com/categories/AI-Systems/"/>
    <category term="Infrastructure" scheme="https://blog.naaln.com/tags/Infrastructure/"/>
    <category term="SystemDesign" scheme="https://blog.naaln.com/tags/SystemDesign/"/>
    <category term="Engineering" scheme="https://blog.naaln.com/tags/Engineering/"/>
    <id>https://blog.naaln.com/2026/03/IPv6-only-VPS/</id>
    <link href="https://blog.naaln.com/2026/03/IPv6-only-VPS/"/>
    <published>2026-03-24T03:29:00.000Z</published>
    <summary>使用 Cloudflare WARP 解决本地单一 IPv4 网络的访问限制，以及在官方快捷配置失效的情况下，如何通过 VNC 终端手动修改服务器 DNS 解析并安全导入 SSH 密钥，最终成功实现本地终端远程连接的实战经验。</summary>
    <title>一次 IPv6-only 服务器的踩坑与自救记录</title>
    <updated>2026-05-20T18:12:35.447Z</updated>
  </entry>
  <entry>
    <author>
      <name>Liam</name>
    </author>
    <category term="Notes &amp; Essays" scheme="https://blog.naaln.com/categories/Notes-Essays/"/>
    <category term="LongTermism" scheme="https://blog.naaln.com/tags/LongTermism/"/>
    <category term="KnowledgeManagement" scheme="https://blog.naaln.com/tags/KnowledgeManagement/"/>
    <category term="ProductThinking" scheme="https://blog.naaln.com/tags/ProductThinking/"/>
    <category term="AI" scheme="https://blog.naaln.com/tags/AI/"/>
    <category term="Newsletter" scheme="https://blog.naaln.com/tags/Newsletter/"/>
    <id>https://blog.naaln.com/2026/03/newsletter-113/</id>
    <link href="https://blog.naaln.com/2026/03/newsletter-113/"/>
    <published>2026-03-21T20:17:47.000Z</published>
    <summary>本期聚焦知识管理、设计变革与职业思考。NotebookLM 通过让 AI 主动识别知识盲区，提升知识库完整性；Anthropic 设计负责人揭示传统设计流程在 AI 工程速度下的崩塌，设计师角色正在重构。&quot;慢速成功&quot;理念提供了一条反主流的增长路径。此外，从物理护城河角度重新审视 AI 替代问题，指出数字劳动力面临的冲击可能比体力劳动者更为直接。工具推荐 AutoClip 视频剪辑神器。</summary>
    <title>L113_设计、节奏与护城河</title>
    <updated>2026-05-20T18:12:35.447Z</updated>
  </entry>
  <entry>
    <author>
      <name>Liam</name>
    </author>
    <category term="AI &amp; Systems" scheme="https://blog.naaln.com/categories/AI-Systems/"/>
    <category term="SystemDesign" scheme="https://blog.naaln.com/tags/SystemDesign/"/>
    <category term="ProductThinking" scheme="https://blog.naaln.com/tags/ProductThinking/"/>
    <category term="OpenSource" scheme="https://blog.naaln.com/tags/OpenSource/"/>
    <category term="Knowledge" scheme="https://blog.naaln.com/tags/Knowledge/"/>
    <category term="AgenticAI" scheme="https://blog.naaln.com/tags/AgenticAI/"/>
    <id>https://blog.naaln.com/2026/03/OpenClaw-90-Day-Hit/</id>
    <link href="https://blog.naaln.com/2026/03/OpenClaw-90-Day-Hit/"/>
    <published>2026-03-15T07:10:00.000Z</published>
    <title>OpenClaw：一只龙虾如何在 90 天里席卷 GitHub 与 AI Agent 时代</title>
    <updated>2026-05-20T18:12:35.447Z</updated>
  </entry>
  <entry>
    <author>
      <name>Liam</name>
    </author>
    <category term="Notes &amp; Essays" scheme="https://blog.naaln.com/categories/Notes-Essays/"/>
    <category term="Learning" scheme="https://blog.naaln.com/tags/Learning/"/>
    <category term="SystemsThinking" scheme="https://blog.naaln.com/tags/SystemsThinking/"/>
    <category term="Agent" scheme="https://blog.naaln.com/tags/Agent/"/>
    <category term="Newsletter" scheme="https://blog.naaln.com/tags/Newsletter/"/>
    <category term="FutureOfWork" scheme="https://blog.naaln.com/tags/FutureOfWork/"/>
    <id>https://blog.naaln.com/2026/03/newsletter-112/</id>
    <link href="https://blog.naaln.com/2026/03/newsletter-112/"/>
    <published>2026-03-15T01:52:00.000Z</published>
    <summary>本期探讨 AI 时代下的两个核心议题。在教育层面，传统知识储备和执行技能的价值正在快速贬值，培养孩子的审美、逻辑拆解和系统思维能力成为新的竞争关键。在创业层面，AI Agent 降低了&quot;一人公司&quot;的可行性门槛，让验证想法的成本从几天压缩到几分钟。同时介绍 MiroFish 多智能体预测引擎和 OpenClaw 安全实践指南两款工具。</summary>
    <title>L112_教育变革与一人公司</title>
    <updated>2026-05-20T18:12:35.447Z</updated>
  </entry>
  <entry>
    <author>
      <name>Liam</name>
    </author>
    <category term="Notes &amp; Essays" scheme="https://blog.naaln.com/categories/Notes-Essays/"/>
    <category term="Observation" scheme="https://blog.naaln.com/tags/Observation/"/>
    <category term="ProductThinking" scheme="https://blog.naaln.com/tags/ProductThinking/"/>
    <category term="Creation" scheme="https://blog.naaln.com/tags/Creation/"/>
    <category term="AI" scheme="https://blog.naaln.com/tags/AI/"/>
    <category term="Prompt" scheme="https://blog.naaln.com/tags/Prompt/"/>
    <id>https://blog.naaln.com/2026/03/newsletter-111/</id>
    <link href="https://blog.naaln.com/2026/03/newsletter-111/"/>
    <published>2026-03-06T21:45:19.000Z</published>
    <summary>全球 84% 的人从未使用过 AI，你已经是领先者。分享投资「大脑」的门槛、像对待实习生一样与 AI 沟通、以及创造作为唯一护城河的九条实用心得，帮助你真正让 AI 为自己所用。</summary>
    <title>L111_门槛、表达与创造</title>
    <updated>2026-05-20T18:12:35.447Z</updated>
  </entry>
  <entry>
    <author>
      <name>Liam</name>
    </author>
    <category term="Notes &amp; Essays" scheme="https://blog.naaln.com/categories/Notes-Essays/"/>
    <category term="KnowledgeManagement" scheme="https://blog.naaln.com/tags/KnowledgeManagement/"/>
    <category term="Automation" scheme="https://blog.naaln.com/tags/Automation/"/>
    <category term="AI" scheme="https://blog.naaln.com/tags/AI/"/>
    <category term="FutureOfWork" scheme="https://blog.naaln.com/tags/FutureOfWork/"/>
    <category term="Economy" scheme="https://blog.naaln.com/tags/Economy/"/>
    <id>https://blog.naaln.com/2026/02/newsletter-110/</id>
    <link href="https://blog.naaln.com/2026/02/newsletter-110/"/>
    <published>2026-02-27T17:57:58.000Z</published>
    <summary>探讨 AI 成功可能带来的经济悖论——当机器替代白领，消费货币消失，金融体系面临何种危机？同时分享吴恩达对 AI 与就业的乐观观点，以及懒人去水印等实用工具推荐。</summary>
    <title>L110_繁荣背后的经济危机与职业未来</title>
    <updated>2026-05-20T18:12:35.447Z</updated>
  </entry>
  <entry>
    <author>
      <name>Liam</name>
    </author>
    <category term="Notes &amp; Essays" scheme="https://blog.naaln.com/categories/Notes-Essays/"/>
    <category term="ProductThinking" scheme="https://blog.naaln.com/tags/ProductThinking/"/>
    <category term="SystemsThinking" scheme="https://blog.naaln.com/tags/SystemsThinking/"/>
    <category term="AI" scheme="https://blog.naaln.com/tags/AI/"/>
    <category term="Newsletter" scheme="https://blog.naaln.com/tags/Newsletter/"/>
    <category term="Prompt" scheme="https://blog.naaln.com/tags/Prompt/"/>
    <id>https://blog.naaln.com/2026/02/newsletter-109/</id>
    <link href="https://blog.naaln.com/2026/02/newsletter-109/"/>
    <published>2026-02-20T17:57:58.000Z</published>
    <summary>从传统的 PMF 寻找模型、产品与市场的深度契合；flomo 少楠谈如何用「带刺的教练」对抗 AI 的平庸；未来 App 消失，提示词成为唯一界面的开发范式革命；以及 Taalas 将大模型「焊」进芯片，实现每秒 17,000 token 的极致速度。</summary>
    <title>L109_AI 时代的认知跃迁</title>
    <updated>2026-05-20T18:12:35.446Z</updated>
  </entry>
  <entry>
    <author>
      <name>Liam</name>
    </author>
    <category term="Notes &amp; Essays" scheme="https://blog.naaln.com/categories/Notes-Essays/"/>
    <category term="ProductThinking" scheme="https://blog.naaln.com/tags/ProductThinking/"/>
    <category term="SystemsThinking" scheme="https://blog.naaln.com/tags/SystemsThinking/"/>
    <category term="Agent" scheme="https://blog.naaln.com/tags/Agent/"/>
    <category term="Newsletter" scheme="https://blog.naaln.com/tags/Newsletter/"/>
    <id>https://blog.naaln.com/2026/02/newsletter-108/</id>
    <link href="https://blog.naaln.com/2026/02/newsletter-108/"/>
    <published>2026-02-13T17:57:48.000Z</published>
    <summary>本期深入探讨大厂复利式熵增对高知员工的制度性消耗机制，分析职业倦怠的三个维度（身体枯竭、情感冷漠、效能感丧失）及通过自主权和季节性策略的预防方法。分享张一鸣产品定律的核心观点，强调用户收益必须远大于操作成本，以及ClawdBot项目展现的AI编程新范式。</summary>
    <title>L108_职业倦怠与产品定律</title>
    <updated>2026-05-20T18:12:35.446Z</updated>
  </entry>
  <entry>
    <author>
      <name>Liam</name>
    </author>
    <category term="Notes &amp; Essays" scheme="https://blog.naaln.com/categories/Notes-Essays/"/>
    <category term="Observation" scheme="https://blog.naaln.com/tags/Observation/"/>
    <category term="KnowledgeManagement" scheme="https://blog.naaln.com/tags/KnowledgeManagement/"/>
    <category term="SystemsThinking" scheme="https://blog.naaln.com/tags/SystemsThinking/"/>
    <category term="AgenticAI" scheme="https://blog.naaln.com/tags/AgenticAI/"/>
    <id>https://blog.naaln.com/2026/02/newsletter-107/</id>
    <link href="https://blog.naaln.com/2026/02/newsletter-107/"/>
    <published>2026-02-06T17:57:41.000Z</published>
    <summary>本期探讨如何从被动接收转向主动干预的阅读系统，通过空白页法和教给他人提升知识留存率。深入分析精神病学中时间断裂的哲学意义，以及互联网交互从图形界面向API和Agent的转变趋势，揭示当内容被剥离后互联网演变为角斗场的本质。</summary>
    <title>L107_主动阅读系统与互联网交互的未来</title>
    <updated>2026-05-20T18:12:35.446Z</updated>
  </entry>
</feed>
