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    <title>AI Agent Complete Guide on Judy AI Lab</title>
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      <title>When the COO Manages AI Instead of People: Which Management Skills Actually Work and Which Completely Fail</title>
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      <pubDate>Fri, 03 Apr 2026 05:01:15 +0000</pubDate>
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      <description>Taiwan AI entrepreneur shares first-hand experience managing AI Agent teams. MBA-taught trust empowerment and incentive systems completely fail on AI  -  AI has no ego and doesn&amp;#39;t care about impact. Goal breakdown, closed-loop tracking, and quality gates are the key skills. Learn how the Gate-6 verification mechanism emerged from multiple empty task failures and helps you avoid common AI management pitfalls.</description>
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      <title>Is Your AI Agent Goldfish-Brained? ByteDance Open-Sourced a Filesystem-Style Memory Database</title>
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      <pubDate>Sun, 22 Mar 2026 12:00:00 +0000</pubDate>
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      <description>ByteDance&amp;#39;s Volcano Engine open-sourced OpenViking, redefining AI Agent memory management with a filesystem architecture. Using the viking:// protocol and L0/L1/L2 three-tier loading mechanism, token consumption is cut by 83% while task completion rate improves by 46%. Apache 2.0 open source, disrupting traditional vector search memory solutions.</description>
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      <title>AI Agents Also Need ID  -  When Your AI Assistant Starts Using Your Credit Card</title>
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      <pubDate>Wed, 18 Mar 2026 08:00:00 +0000</pubDate>
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      <description>World AgentKit, Coinbase Wallets, Visa, and Mastercard race to build AI Agent identity infrastructure. How digital identity verification works in the AI era.</description>
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      <title>AI Self-Review Pipeline: How We Got Agents to Review Their Own Code Before Sending PRs</title>
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      <pubDate>Sat, 14 Mar 2026 05:01:08 +0000</pubDate>
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      <description>When an AI Agent says &amp;#39;it&amp;#39;s done,&amp;#39; what&amp;#39;s your first reaction? At Judy AI Lab, our experience shows: no matter what it says, first check if it&amp;#39;s gone through the five stages. Starting from real pitfalls, sharing the design logic behind multi-Agent quality gates — acceptance criteria defined by humans, let Agents achieve them, get the order right and the results will follow. Keywords: AI Agent Quality Management, Automated Code Review, Multi-Agent Systems.</description>
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