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  <title>Pulsar 照見 · 週/雙週深度報告</title>
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  <description>VLA + AI 周/双周深度分析。周报 = 前瞻侦察（意外/可证伪命题/观察清单）；双周报 = 回顾分析（趋势/洞察/预测）。</description>
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    <title>VLA 双周深度 · 2026-04-22</title>
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    <pubDate>Wed, 22 Apr 2026 00:00:00 GMT</pubDate>

    <category>vla-biweekly</category>
    <description><![CDATA[基于 VLA-Handbook 过去 14 天的 50 次 commit + 全系统分析上下文 | 2026-04-22]]></description>
  </item>
  <item>
    <title>双周反思 · 2026-04-22</title>
    <link>https://sou350121.github.io/pulsar-web/reports/2026-04-22-reflection?utm_source=rss&amp;utm_medium=feed&amp;utm_campaign=weekly</link>
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    <pubDate>Wed, 22 Apr 2026 00:00:00 GMT</pubDate>

    <category>biweekly-reflection</category>
    <description><![CDATA[1️⃣ 连续 15 天社交情报无顶级实验室信号，同期产业端千寻 30 天 30 亿融资、智元 GO-2 发布、特斯拉 Optimus 上海量产线确认、逐际动力开源 *FluxVLA Engine*。学术界 12 个方法族全面减速，仅 *multi_task* 在加速（1.28x），57.2% 的论文是增量变体。你认为这是"学术在消化前期突破"还是"学术已经失去方向感，被产业资本拖着走"？给出你的判断依据。]]></description>
  </item>
  <item>
    <title>VLA 周报 · 2026-04-17</title>
    <link>https://sou350121.github.io/pulsar-web/reports/w-2026-04-17?utm_source=rss&amp;utm_medium=feed&amp;utm_campaign=weekly</link>
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    <pubDate>Fri, 17 Apr 2026 00:00:00 GMT</pubDate>

    <category>vla-weekly</category>
    <description><![CDATA[VLA 週報 | 2026-04-10 to 2026-04-17 > 基於 VLA-Handbook 7 天系統數據]]></description>
  </item>
  <item>
    <title>AI 双周深度 · 2026-04-15</title>
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    <pubDate>Wed, 15 Apr 2026 00:00:00 GMT</pubDate>

    <category>ai-biweekly</category>
    <description><![CDATA[基于 Agent-Playbook 过去 14 天的系统数据 + 全域分析上下文 | 2026-04-15]]></description>
  </item>
  <item>
    <title>AI 周报 · 2026-04-10</title>
    <link>https://sou350121.github.io/pulsar-web/reports/w-ai-2026-04-10?utm_source=rss&amp;utm_medium=feed&amp;utm_campaign=weekly</link>
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    <pubDate>Fri, 10 Apr 2026 00:00:00 GMT</pubDate>

    <category>ai-weekly</category>
    <description><![CDATA[AI 應用週報 | 2026-04-04 – 2026-04-10 > 基於 Agent-Playbook 7 天系統數據]]></description>
  </item>
  <item>
    <title>VLA 周报 · 2026-04-10</title>
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    <pubDate>Fri, 10 Apr 2026 00:00:00 GMT</pubDate>

    <category>vla-weekly</category>
    <description><![CDATA[VLA 週報 | 2026-04-03 to 2026-04-10 > 基於 VLA-Handbook 7 天系統數據]]></description>
  </item>
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    <title>VLA 双周深度 · 2026-04-08</title>
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    <pubDate>Wed, 08 Apr 2026 00:00:00 GMT</pubDate>

    <category>vla-biweekly</category>
    <description><![CDATA[基于 VLA-Handbook 过去 14 天的 50 次 commit + 全系统分析上下文 | 2026-04-08]]></description>
  </item>
  <item>
    <title>双周反思 · 2026-04-08</title>
    <link>https://sou350121.github.io/pulsar-web/reports/2026-04-08-reflection?utm_source=rss&amp;utm_medium=feed&amp;utm_campaign=weekly</link>
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    <pubDate>Wed, 08 Apr 2026 00:00:00 GMT</pubDate>

    <category>biweekly-reflection</category>
    <description><![CDATA[1️⃣ *flow_matching* 是唯一加速的方法族（accel_7d=1.41），同期 *Genesis* 7 天内两次更新（v0.4.4→v0.4.5）、*LeRobot* v0.5.1 发布。这是「工程优先、论文滞后」的典型信号——你相信 flow_matching 会在 6 周内被至少 2 个顶级 VLA 团队正式采用吗？给出你的判断依据，不允许说「看情况」。]]></description>
  </item>
  <item>
    <title>AI 周报 · 2026-04-03</title>
    <link>https://sou350121.github.io/pulsar-web/reports/w-ai-2026-04-03?utm_source=rss&amp;utm_medium=feed&amp;utm_campaign=weekly</link>
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    <pubDate>Fri, 03 Apr 2026 00:00:00 GMT</pubDate>

    <category>ai-weekly</category>
    <description><![CDATA[AI 應用週報 | 2026-03-28 – 2026-04-03 > 基於 Agent-Playbook 7 天系統數據]]></description>
  </item>
  <item>
    <title>AI 双周深度 · 2026-04-01</title>
    <link>https://sou350121.github.io/pulsar-web/reports/ai-2026-04-01?utm_source=rss&amp;utm_medium=feed&amp;utm_campaign=weekly</link>
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    <pubDate>Wed, 01 Apr 2026 00:00:00 GMT</pubDate>

    <category>ai-biweekly</category>
    <description><![CDATA[基于 Agent-Playbook 过去 14 天的系统数据 + 全域分析上下文 | 2026-04-01]]></description>
  </item>
  <item>
    <title>AI 周报 · 2026-03-29</title>
    <link>https://sou350121.github.io/pulsar-web/reports/w-ai-2026-03-29?utm_source=rss&amp;utm_medium=feed&amp;utm_campaign=weekly</link>
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    <pubDate>Sun, 29 Mar 2026 00:00:00 GMT</pubDate>

    <category>ai-weekly</category>
    <description><![CDATA[AI 應用週報 | 2026-03-22 – 2026-03-29 > 基於 Agent-Playbook 7 天情報]]></description>
  </item>
  <item>
    <title>AI 周报 · 2026-03-27</title>
    <link>https://sou350121.github.io/pulsar-web/reports/w-ai-2026-03-27?utm_source=rss&amp;utm_medium=feed&amp;utm_campaign=weekly</link>
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    <pubDate>Fri, 27 Mar 2026 00:00:00 GMT</pubDate>

    <category>ai-weekly</category>
    <description><![CDATA[AI 應用週報 | 2026-03-20 – 2026-03-27 > 基於 Agent-Playbook 7 天情報]]></description>
  </item>
  <item>
    <title>VLA 双周深度 · 2026-03-25</title>
    <link>https://sou350121.github.io/pulsar-web/reports/2026-03-25?utm_source=rss&amp;utm_medium=feed&amp;utm_campaign=weekly</link>
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    <pubDate>Wed, 25 Mar 2026 00:00:00 GMT</pubDate>

    <category>vla-biweekly</category>
    <description><![CDATA[基于 VLA-Handbook 过去 14 天的 50 次 commit + 全系统分析上下文 | 2026-03-25]]></description>
  </item>
  <item>
    <title>双周反思 · 2026-03-25</title>
    <link>https://sou350121.github.io/pulsar-web/reports/2026-03-25-reflection?utm_source=rss&amp;utm_medium=feed&amp;utm_campaign=weekly</link>
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    <pubDate>Wed, 25 Mar 2026 00:00:00 GMT</pubDate>

    <category>biweekly-reflection</category>
    <description><![CDATA[1️⃣ *language_grounding* 14 天加速比 2.53x 但 7 天骤降至 0.46x，35 篇产出中无新⚡论文——这是典型的「红利吃完」曲线。你认为这个方向是暂时休整还是结构性见顶？给出你的判断依据，不允许说「看情况」。]]></description>
  </item>
  <item>
    <title>AI 周报 · 2026-03-20</title>
    <link>https://sou350121.github.io/pulsar-web/reports/w-ai-2026-03-20?utm_source=rss&amp;utm_medium=feed&amp;utm_campaign=weekly</link>
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    <pubDate>Fri, 20 Mar 2026 00:00:00 GMT</pubDate>

    <category>ai-weekly</category>
    <description><![CDATA[AI 應用週報 | 2026-03-14 – 2026-03-20 > 基於 Agent-Playbook 7 天系統數據]]></description>
  </item>
  <item>
    <title>AI 双周深度 · 2026-03-18</title>
    <link>https://sou350121.github.io/pulsar-web/reports/ai-2026-03-18?utm_source=rss&amp;utm_medium=feed&amp;utm_campaign=weekly</link>
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    <pubDate>Wed, 18 Mar 2026 00:00:00 GMT</pubDate>

    <category>ai-biweekly</category>
    <description><![CDATA[基于 Agent-Playbook 过去 14 天的系统数据 + 全域分析上下文 | 2026-03-18]]></description>
  </item>
  <item>
    <title>AI 周报 · 2026-03-15</title>
    <link>https://sou350121.github.io/pulsar-web/reports/w-ai-2026-03-15?utm_source=rss&amp;utm_medium=feed&amp;utm_campaign=weekly</link>
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    <pubDate>Sun, 15 Mar 2026 00:00:00 GMT</pubDate>

    <category>ai-weekly</category>
    <description><![CDATA[AI 應用週報 | 2026-03-09 – 2026-03-15 > 基於 Agent-Playbook 7 天系統數據]]></description>
  </item>
  <item>
    <title>AI 周报 · 2026-03-13</title>
    <link>https://sou350121.github.io/pulsar-web/reports/w-ai-2026-03-13?utm_source=rss&amp;utm_medium=feed&amp;utm_campaign=weekly</link>
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    <pubDate>Fri, 13 Mar 2026 00:00:00 GMT</pubDate>

    <category>ai-weekly</category>
    <description><![CDATA[AI 應用週報 | 2026-03-07 – 2026-03-13 > 基於 Agent-Playbook 7 天系統數據]]></description>
  </item>
  <item>
    <title>VLA 周报 · 2026-03-13</title>
    <link>https://sou350121.github.io/pulsar-web/reports/w-2026-03-13?utm_source=rss&amp;utm_medium=feed&amp;utm_campaign=weekly</link>
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    <pubDate>Fri, 13 Mar 2026 00:00:00 GMT</pubDate>

    <category>vla-weekly</category>
    <description><![CDATA[VLA 週報 | 2026-03-07 – 2026-03-13 > 基於 VLA-Handbook 7 天系統數據]]></description>
  </item>
  <item>
    <title>AI 双周深度 · 2026-03-12</title>
    <link>https://sou350121.github.io/pulsar-web/reports/ai-2026-03-12?utm_source=rss&amp;utm_medium=feed&amp;utm_campaign=weekly</link>
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    <pubDate>Thu, 12 Mar 2026 00:00:00 GMT</pubDate>

    <category>ai-biweekly</category>
    <description><![CDATA[基于 Agent-Playbook 过去 14 天的系统数据 + 全域分析上下文 | 2026-03-12]]></description>
  </item>
  <item>
    <title>VLA 双周深度 · 2026-03-11</title>
    <link>https://sou350121.github.io/pulsar-web/reports/2026-03-11?utm_source=rss&amp;utm_medium=feed&amp;utm_campaign=weekly</link>
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    <pubDate>Wed, 11 Mar 2026 00:00:00 GMT</pubDate>

    <category>vla-biweekly</category>
    <description><![CDATA[基于 VLA-Handbook 过去 14 天的 50 次 commit + 全系统分析上下文 | 2026-03-11]]></description>
  </item>
  <item>
    <title>双周反思 · 2026-03-11</title>
    <link>https://sou350121.github.io/pulsar-web/reports/2026-03-11-reflection?utm_source=rss&amp;utm_medium=feed&amp;utm_campaign=weekly</link>
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    <pubDate>Wed, 11 Mar 2026 00:00:00 GMT</pubDate>

    <category>biweekly-reflection</category>
    <description><![CDATA[1️⃣ *LIBERO* 开源榜 99.2% (*SRPO*)、闭源榜 98.6% (*ABot-M0*) 双双逼近天花板。校准检查已标记"饱和"。当 benchmark 失去区分度，社区是该转向 *LIBERO Plus*（当前 80.5%）、*CALVIN*（4.8/5），还是彻底放弃刷榜转向真实场景评估？选一个，并说明你愿意把接下来 3 个月实验预算投在哪。]]></description>
  </item>
  <item>
    <title>AI 双周深度 · 2026-03-04</title>
    <link>https://sou350121.github.io/pulsar-web/reports/ai-2026-03-04?utm_source=rss&amp;utm_medium=feed&amp;utm_campaign=weekly</link>
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    <pubDate>Wed, 04 Mar 2026 00:00:00 GMT</pubDate>

    <category>ai-biweekly</category>
    <description><![CDATA[- ClawJacked 漏洞劫持 4 万系统，Agent 安全遭质疑 - OpenAI 与 Pentagon 合作，Anthropic 因拒删护栏被禁 - Karpathy：软件工程「面目全非」，开发者转向编排]]></description>
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  <item>
    <title>AI 双周深度 · 2026-02-26</title>
    <link>https://sou350121.github.io/pulsar-web/reports/ai-2026-02-26?utm_source=rss&amp;utm_medium=feed&amp;utm_campaign=weekly</link>
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    <pubDate>Thu, 26 Feb 2026 00:00:00 GMT</pubDate>

    <category>ai-biweekly</category>
    <description><![CDATA[本期信号 - AG-UI 标准化：Microsoft Framework RC + Google A2UI，LangGraph/CrewAI 跟进 - 多智能体生产化：AutoGen v0.4 异步重构，Microsoft Framework 达 RC - MCP 生态：ChromeDevTools 官方 MCP 服务器，自定义集成变技术债 - GGML/llama.cpp 加入 Hugging Face]]></description>
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  <item>
    <title>VLA 双周深度 · 2026-02-26</title>
    <link>https://sou350121.github.io/pulsar-web/reports/2026-02-26?utm_source=rss&amp;utm_medium=feed&amp;utm_campaign=weekly</link>
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    <pubDate>Thu, 26 Feb 2026 00:00:00 GMT</pubDate>

    <category>vla-biweekly</category>
    <description><![CDATA[基于 VLA-Handbook 过去 14 天变更 | 2026-02-25 > 本期数据不充分]]></description>
  </item>
  <item>
    <title>双周反思 · 2026-02-26</title>
    <link>https://sou350121.github.io/pulsar-web/reports/2026-02-26-reflection?utm_source=rss&amp;utm_medium=feed&amp;utm_campaign=weekly</link>
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    <pubDate>Thu, 26 Feb 2026 00:00:00 GMT</pubDate>

    <category>biweekly-reflection</category>
    <description><![CDATA[1️⃣ *CALVIN* 榜单被 *Xiaomi-Robotics-0* 刷新至 4.8 (ABCD-D)，但 *LIBERO* 上 *SimpleVLA-RL* 已达 99.1%。当开源模型在标准基准接近饱和，下一个差异化战场是长视野任务还是真实世界泛化？选一个，并说明你未来两周会读哪篇论文来验证这个判断。]]></description>
  </item>
  <item>
    <title>VLA 双周深度 · 2026-02-25</title>
    <link>https://sou350121.github.io/pulsar-web/reports/2026-02-25?utm_source=rss&amp;utm_medium=feed&amp;utm_campaign=weekly</link>
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    <pubDate>Wed, 25 Feb 2026 00:00:00 GMT</pubDate>

    <category>vla-biweekly</category>
    <description><![CDATA[基于 VLA-Handbook 过去 14 天变更 | 2026-02-25 > 本期数据不充分]]></description>
  </item>
  <item>
    <title>双周反思 · 2026-02-25</title>
    <link>https://sou350121.github.io/pulsar-web/reports/2026-02-25-reflection?utm_source=rss&amp;utm_medium=feed&amp;utm_campaign=weekly</link>
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    <pubDate>Wed, 25 Feb 2026 00:00:00 GMT</pubDate>

    <category>biweekly-reflection</category>
    <description><![CDATA[基于本期双周报告生成。不需要回答，但如果你读完没有立场，说明这两周你在消费而不是研究。]]></description>
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    <title>AI 双周深度 · 2026-02-18</title>
    <link>https://sou350121.github.io/pulsar-web/reports/ai-2026-02-18?utm_source=rss&amp;utm_medium=feed&amp;utm_campaign=weekly</link>
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    <pubDate>Wed, 18 Feb 2026 00:00:00 GMT</pubDate>

    <category>ai-biweekly</category>
    <description><![CDATA[本期信号 - AG-UI 协议成 Agent-UI 标准化赢家：Microsoft/Google 推动，LangGraph/CrewAI/Mastra 采用 - Agent 基础设施转向生产平台：LangChain Agent Builder 正式版、AutoGen v0.4 重构 - 资本押注 Agent 自主性：Sapiom($15M) 解决支付、GitGuardian($50M) 解决凭证安全]]></description>
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