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      <description>AI Agent 工程化实践复盘：架构设计、容错与可靠性、上下文工程与成本治理。</description>
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    <description>把&quot;记住教训&quot;从 agent 的自觉变成基础设施：三层漏斗体系——规则强制捕获（项目级原始档）→ 定期蒸馏（全局技能）→ 协议化进化（活性维护）。</description>
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