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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>2026-06-15T11:09:25.000Z</updated>
  <entry>
    <author>
      <name>Liam</name>
    </author>
    <category term="Notes &amp; Reflections" scheme="https://blog.naaln.com/categories/Notes-Reflections/"/>
    <category term="OpenSource" scheme="https://blog.naaln.com/tags/OpenSource/"/>
    <category term="Agent" scheme="https://blog.naaln.com/tags/Agent/"/>
    <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/2026/06/newsletter-125/</id>
    <link href="https://blog.naaln.com/2026/06/newsletter-125/"/>
    <published>2026-06-15T02:00:00.000Z</published>
    <summary>Anthropic与OpenAI同周秘密IPO，中国开源模型成本再探新低，OpenRouter Fusion证明半价组合可击败旗舰。当智力的价格以周为单位崩塌，真正的问题是：谁来定义值多少钱？</summary>
    <title>L125_谁在定义AI的价格</title>
    <updated>2026-06-15T11:09:25.000Z</updated>
  </entry>
  <entry>
    <author>
      <name>Liam</name>
    </author>
    <category term="AI &amp; Systems" scheme="https://blog.naaln.com/categories/AI-Systems/"/>
    <category term="KnowledgeManagement" scheme="https://blog.naaln.com/tags/KnowledgeManagement/"/>
    <category term="Collaboration" scheme="https://blog.naaln.com/tags/Collaboration/"/>
    <category term="AI" scheme="https://blog.naaln.com/tags/AI/"/>
    <category term="FutureOfWork" scheme="https://blog.naaln.com/tags/FutureOfWork/"/>
    <id>https://blog.naaln.com/2026/06/cooperative-steering/</id>
    <link href="https://blog.naaln.com/2026/06/cooperative-steering/"/>
    <published>2026-06-14T06:00:00.000Z</published>
    <summary>当团队每个人都用各自的 AI 助手独立工作时，产品一致性正被悄然侵蚀。从 Luke Wroblewski 的「协同驾驶」概念出发，探讨团队级 AI 上下文管理如何成为下一代工程基础设施。</summary>
    <title>当每个人都有自己的 Copilot</title>
    <updated>2026-06-15T11:04:55.000Z</updated>
  </entry>
  <entry>
    <author>
      <name>Liam</name>
    </author>
    <category term="Product &amp; Intelligence" scheme="https://blog.naaln.com/categories/Product-Intelligence/"/>
    <category term="ProductThinking" scheme="https://blog.naaln.com/tags/ProductThinking/"/>
    <category term="UserExperience" scheme="https://blog.naaln.com/tags/UserExperience/"/>
    <category term="DesignPhilosophy" scheme="https://blog.naaln.com/tags/DesignPhilosophy/"/>
    <category term="AI" scheme="https://blog.naaln.com/tags/AI/"/>
    <id>https://blog.naaln.com/2026/06/great-design/</id>
    <link href="https://blog.naaln.com/2026/06/great-design/"/>
    <published>2026-06-14T02:00:00.000Z</published>
    <summary>从 Adobe 设计团队的视角出发，探讨 AI 设计工具被文本提示框住的困境——创作者的直觉和手感不该被压缩成一段 prompt，下一代工具的革命性在于让 AI 成为环境级助手而非命令行。</summary>
    <title>光靠嘴皮子，搞不出好设计</title>
    <updated>2026-06-15T11:04:59.000Z</updated>
  </entry>
  <entry>
    <author>
      <name>Liam</name>
    </author>
    <category term="Notes &amp; Reflections" scheme="https://blog.naaln.com/categories/Notes-Reflections/"/>
    <category term="Product" scheme="https://blog.naaln.com/tags/Product/"/>
    <category term="DesignPhilosophy" scheme="https://blog.naaln.com/tags/DesignPhilosophy/"/>
    <category term="Agent" scheme="https://blog.naaln.com/tags/Agent/"/>
    <category term="FutureOfWork" scheme="https://blog.naaln.com/tags/FutureOfWork/"/>
    <id>https://blog.naaln.com/2026/06/newsletter-124/</id>
    <link href="https://blog.naaln.com/2026/06/newsletter-124/"/>
    <published>2026-06-06T14:30:00.000Z</published>
    <summary>当AI让每个人都能交出可运行的demo，品味、判断力与框架创造力才是真正的稀缺资源。从黑客松评委的错位感到设计工具的终局，再到浏览器入口从「去哪里」到「做什么」的重构。</summary>
    <title>L124_demo泛滥，判断力升值</title>
    <updated>2026-06-15T11:09:20.000Z</updated>
  </entry>
  <entry>
    <author>
      <name>Liam</name>
    </author>
    <category term="Product &amp; Intelligence" scheme="https://blog.naaln.com/categories/Product-Intelligence/"/>
    <category term="ProductThinking" scheme="https://blog.naaln.com/tags/ProductThinking/"/>
    <category term="Startup" scheme="https://blog.naaln.com/tags/Startup/"/>
    <category term="AI" scheme="https://blog.naaln.com/tags/AI/"/>
    <category term="IndieHacking" scheme="https://blog.naaln.com/tags/IndieHacking/"/>
    <id>https://blog.naaln.com/2026/05/find-startup-ideas-in-ai-era/</id>
    <link href="https://blog.naaln.com/2026/05/find-startup-ideas-in-ai-era/"/>
    <published>2026-05-31T06:00:00.000Z</published>
    <summary>当 AI 把执行力的门槛降到几乎为零，真正稀缺的就不再是&quot;能不能做出来&quot;，而是&quot;该不该做&quot;。本文分享了我对 AI 时代寻找创业/Side Project 方向的一些思考，以及用 AI 自动化信号扫描的实践。</summary>
    <title>瓶颈前移：AI 时代怎么找到值得做的事</title>
    <updated>2026-06-15T19:42:47.826Z</updated>
  </entry>
  <entry>
    <author>
      <name>Liam</name>
    </author>
    <category term="AI &amp; Systems" scheme="https://blog.naaln.com/categories/AI-Systems/"/>
    <category term="SystemsThinking" scheme="https://blog.naaln.com/tags/SystemsThinking/"/>
    <category term="Startup" scheme="https://blog.naaln.com/tags/Startup/"/>
    <category term="AI" scheme="https://blog.naaln.com/tags/AI/"/>
    <category term="Agent" scheme="https://blog.naaln.com/tags/Agent/"/>
    <id>https://blog.naaln.com/2026/05/ai-self-improving-company/</id>
    <link href="https://blog.naaln.com/2026/05/ai-self-improving-company/"/>
    <published>2026-05-31T05:00:00.000Z</published>
    <summary>两场 YC 分享引发的思考——AI 不是旧公司的新发动机，而是新公司的操作系统。从 Copilot 到 Capability，从开环到闭环，聊聊一家公司怎么在创始人睡觉时变好。</summary>
    <title>YC 说的「自我进化公司」到底是什么</title>
    <updated>2026-06-15T19:42:47.826Z</updated>
  </entry>
  <entry>
    <author>
      <name>Liam</name>
    </author>
    <category term="AI &amp; Systems" scheme="https://blog.naaln.com/categories/AI-Systems/"/>
    <category term="SystemsThinking" scheme="https://blog.naaln.com/tags/SystemsThinking/"/>
    <category term="Startup" scheme="https://blog.naaln.com/tags/Startup/"/>
    <category term="AI" scheme="https://blog.naaln.com/tags/AI/"/>
    <category term="Agent" scheme="https://blog.naaln.com/tags/Agent/"/>
    <id>https://blog.naaln.com/2026/05/self-improving-company-with-ai/</id>
    <link href="https://blog.naaln.com/2026/05/self-improving-company-with-ai/"/>
    <published>2026-05-31T05:00:00.000Z</published>
    <summary>两场 YC 分享引发的思考——AI 不是旧公司的新发动机，而是新公司的操作系统。从 Copilot 到 Capability，从开环到闭环，聊聊一家公司怎么在创始人睡觉时变好。</summary>
    <title>别再把 AI 当工具了：YC 说的「自我进化公司」到底是什么</title>
    <updated>2026-06-15T11:04:47.000Z</updated>
  </entry>
  <entry>
    <author>
      <name>Liam</name>
    </author>
    <category term="Product &amp; Intelligence" scheme="https://blog.naaln.com/categories/Product-Intelligence/"/>
    <category term="Startup" scheme="https://blog.naaln.com/tags/Startup/"/>
    <category term="AI" scheme="https://blog.naaln.com/tags/AI/"/>
    <category term="Agent" scheme="https://blog.naaln.com/tags/Agent/"/>
    <category term="AINative" scheme="https://blog.naaln.com/tags/AINative/"/>
    <id>https://blog.naaln.com/2026/05/ai-native-startup-playbook/</id>
    <link href="https://blog.naaln.com/2026/05/ai-native-startup-playbook/"/>
    <published>2026-05-31T03:00:00.000Z</published>
    <summary>Anthropic《AI 原生创业手册》解读——当建造成本趋近于零，验证纪律比执行力更重要。从 Idea 到 Scale，一个人如何用 Agent 造一家公司。</summary>
    <title>2026 年了，一个人就能造一家公司——聊聊 AI 原生创业的新范式</title>
    <updated>2026-06-15T19:42:47.826Z</updated>
  </entry>
  <entry>
    <author>
      <name>Liam</name>
    </author>
    <category term="Product &amp; Intelligence" scheme="https://blog.naaln.com/categories/Product-Intelligence/"/>
    <category term="SystemsThinking" scheme="https://blog.naaln.com/tags/SystemsThinking/"/>
    <category term="FirstPrinciples" scheme="https://blog.naaln.com/tags/FirstPrinciples/"/>
    <category term="AI" scheme="https://blog.naaln.com/tags/AI/"/>
    <category term="Investment" scheme="https://blog.naaln.com/tags/Investment/"/>
    <id>https://blog.naaln.com/2026/05/ai-investment-bottleneck/</id>
    <link href="https://blog.naaln.com/2026/05/ai-investment-bottleneck/"/>
    <published>2026-05-31T01:00:00.000Z</published>
    <summary>AI 投资的核心是追踪系统瓶颈迁移而非追热点。从训练算力到 Memory Wall，从 HBM 封装到电力冷却，再到推理成本与端侧 AI，超额收益总出现在最卡脖子的环节。用 AI Factory 框架拆解五阶段迁移逻辑。</summary>
    <title>追踪系统瓶颈的迁移</title>
    <updated>2026-06-15T19:42:47.826Z</updated>
  </entry>
  <entry>
    <author>
      <name>Liam</name>
    </author>
    <category term="Product &amp; Intelligence" scheme="https://blog.naaln.com/categories/Product-Intelligence/"/>
    <category term="SystemsThinking" scheme="https://blog.naaln.com/tags/SystemsThinking/"/>
    <category term="FirstPrinciples" scheme="https://blog.naaln.com/tags/FirstPrinciples/"/>
    <category term="AI" scheme="https://blog.naaln.com/tags/AI/"/>
    <category term="Investment" scheme="https://blog.naaln.com/tags/Investment/"/>
    <id>https://blog.naaln.com/2026/05/ai-investment-bottleneck-migration/</id>
    <link href="https://blog.naaln.com/2026/05/ai-investment-bottleneck-migration/"/>
    <published>2026-05-31T01:00:00.000Z</published>
    <summary>AI 投资的核心是追踪系统瓶颈的迁移而非追热点。从训练算力不足到 Memory Wall，从 HBM、封装外溢到电力与冷却，再到推理成本与端侧 AI，每个阶段的超额收益都出现在最卡脖子的环节。文章用 AI Factory 框架拆解五阶段迁移逻辑。</summary>
    <title>AI 投资的核心逻辑：追踪系统瓶颈的迁移</title>
    <updated>2026-06-15T19:42:47.826Z</updated>
  </entry>
  <entry>
    <author>
      <name>Liam</name>
    </author>
    <category term="Notes &amp; Reflections" scheme="https://blog.naaln.com/categories/Notes-Reflections/"/>
    <category term="Agent" scheme="https://blog.naaln.com/tags/Agent/"/>
    <category term="AICoding" scheme="https://blog.naaln.com/tags/AICoding/"/>
    <category term="Economy" scheme="https://blog.naaln.com/tags/Economy/"/>
    <category term="CreativeAI" scheme="https://blog.naaln.com/tags/CreativeAI/"/>
    <id>https://blog.naaln.com/2026/05/newsletter-123/</id>
    <link href="https://blog.naaln.com/2026/05/newsletter-123/"/>
    <published>2026-05-30T14:30:00.000Z</published>
    <summary>当AI让执行趋近零成本，判断力成为唯一无法被替代的能力。从Claude Code舰队编排到AI安全边界重构，从工具定价风暴到创意生成跨越恐怖谷，探讨加速时代什么真正值钱。</summary>
    <title>L123_执行趋近零成本，判断力升值</title>
    <updated>2026-06-15T11:09:13.000Z</updated>
  </entry>
  <entry>
    <author>
      <name>Liam</name>
    </author>
    <category term="Notes &amp; Reflections" scheme="https://blog.naaln.com/categories/Notes-Reflections/"/>
    <category term="Tooling" scheme="https://blog.naaln.com/tags/Tooling/"/>
    <category term="Product" scheme="https://blog.naaln.com/tags/Product/"/>
    <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/2026/05/newsletter-122/</id>
    <link href="https://blog.naaln.com/2026/05/newsletter-122/"/>
    <published>2026-05-23T02:00:00.000Z</published>
    <summary>Motiff关停、妙鸭解散，AI正在吞噬自己催生的工具。但真正有意思的不是谁死了，而是谁在这片废墟上长出了新东西。</summary>
    <title>L122_当工具开始消亡</title>
    <updated>2026-06-15T11:04:39.000Z</updated>
  </entry>
  <entry>
    <author>
      <name>Liam</name>
    </author>
    <category term="Notes &amp; Reflections" scheme="https://blog.naaln.com/categories/Notes-Reflections/"/>
    <category term="Observation" scheme="https://blog.naaln.com/tags/Observation/"/>
    <category term="AI" scheme="https://blog.naaln.com/tags/AI/"/>
    <id>https://blog.naaln.com/2026/05/karpathy-to-anthropic/</id>
    <link href="https://blog.naaln.com/2026/05/karpathy-to-anthropic/"/>
    <published>2026-05-20T12:00:00.000Z</published>
    <summary>Karpathy 跳槽 Anthropic 的传闻，OpenAI 是被偷家了吗？</summary>
    <title>Karpathy 去 Anthropic 了？</title>
    <updated>2026-06-15T19:42:47.826Z</updated>
  </entry>
  <entry>
    <author>
      <name>Liam</name>
    </author>
    <category term="Notes &amp; Reflections" scheme="https://blog.naaln.com/categories/Notes-Reflections/"/>
    <category term="OpenSource" scheme="https://blog.naaln.com/tags/OpenSource/"/>
    <category term="AI" scheme="https://blog.naaln.com/tags/AI/"/>
    <category term="Tools" scheme="https://blog.naaln.com/tags/Tools/"/>
    <id>https://blog.naaln.com/2026/05/freellmapi-aggregation/</id>
    <link href="https://blog.naaln.com/2026/05/freellmapi-aggregation/"/>
    <published>2026-05-20T02:00:00.000Z</published>
    <summary>一个把 11 家平台免费额度聚合到 OpenAI 兼容接口的开源项目，适合早期验证和个人工具。</summary>
    <title>免费额度也能聚沙成塔</title>
    <updated>2026-06-15T19:42:47.826Z</updated>
  </entry>
  <entry>
    <author>
      <name>Liam</name>
    </author>
    <category term="Notes &amp; Reflections" scheme="https://blog.naaln.com/categories/Notes-Reflections/"/>
    <category term="Life" scheme="https://blog.naaln.com/tags/Life/"/>
    <category term="Observation" scheme="https://blog.naaln.com/tags/Observation/"/>
    <category term="AI" scheme="https://blog.naaln.com/tags/AI/"/>
    <id>https://blog.naaln.com/2026/05/cheaper-than-ai/</id>
    <link href="https://blog.naaln.com/2026/05/cheaper-than-ai/"/>
    <published>2026-05-16T12:00:00.000Z</published>
    <summary>每天烧掉几千 token 之后，发现我和 AI 唯一的区别是——我比它便宜。</summary>
    <title>我比 AI 便宜</title>
    <updated>2026-06-15T19:42:47.826Z</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="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>2026-05-16T02:30:00.000Z</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>2026-06-15T11:04:37.000Z</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/"/>
    <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>2026-05-14T02:00:00.000Z</published>
    <summary>Agent 不是新功能而是新物种：它同时成为经济系统的生产者与消费者。文章拆解 DAU 失效、per-outcome 定价、软件从 GUI 返祖 CLI 的趋势，提出 Agent = Model + Harness 框架，押注 Runtime 基础设施、Vertical Harness 和 Agent 身份支付三个方向。</summary>
    <title>Agent 时代启示录：当 Agent 作为新物种加入经济系统</title>
    <updated>2026-06-15T19:42:47.826Z</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/"/>
    <id>https://blog.naaln.com/2026/05/agent-new-species-economy/</id>
    <link href="https://blog.naaln.com/2026/05/agent-new-species-economy/"/>
    <published>2026-05-14T02:00:00.000Z</published>
    <summary>Agent 不是新功能而是新物种，同时成为经济系统的生产者与消费者。拆解 DAU 失效与 per-outcome 定价趋势，提出 Agent = Model + Harness 框架，押注三个核心方向。</summary>
    <title>当 Agent 作为新物种加入经济系统</title>
    <updated>2026-06-15T19:42:47.826Z</updated>
  </entry>
  <entry>
    <author>
      <name>Liam</name>
    </author>
    <category term="Notes &amp; Reflections" scheme="https://blog.naaln.com/categories/Notes-Reflections/"/>
    <category term="Observation" scheme="https://blog.naaln.com/tags/Observation/"/>
    <category term="AI" scheme="https://blog.naaln.com/tags/AI/"/>
    <category term="Future" scheme="https://blog.naaln.com/tags/Future/"/>
    <id>https://blog.naaln.com/2026/05/useless-class/</id>
    <link href="https://blog.naaln.com/2026/05/useless-class/"/>
    <published>2026-05-11T12:00:00.000Z</published>
    <summary>哈拉瑞在《未来简史》里的预言，放到今天看越来越不像预言了。</summary>
    <title>无用阶层</title>
    <updated>2026-06-15T11:04:52.000Z</updated>
  </entry>
  <entry>
    <author>
      <name>Liam</name>
    </author>
    <category term="Notes &amp; Reflections" scheme="https://blog.naaln.com/categories/Notes-Reflections/"/>
    <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>2026-05-09T12:58:37.000Z</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>2026-06-15T11:04:34.000Z</updated>
  </entry>
</feed>
