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Agent 每次执行动作都要重新处理大量相同的上下文前缀 正是这种特性让 KV-Cache 优化在 Agent 场景中变得至关重要，毕竟大部分计算都花在了处理相同的长上下文前缀上。 3 实战中的 API 调用优化 KV-Cache 的本质是缓存 Transformer 注意力机制中的 Key-Value 向量。 2. 自定义质量门控：在工作流中添加新的验证标准、阈值和实现逻辑。 总结 Claude Sub-Agent Spec 工作流系统为软件开发提供了一套全新的、自动化的解决方案。 它通过明确的职责划分、结构化的通信和严格的质量门控，系统性地提升了开发效率和项目质量。 Use the real estate agent directory to find realtors who specialize in investment properties.
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Leasing agent leasing agents post rental listings, handle showings, and underwrite tenant applicants
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同样，Gemini API key 的输入，自然应该在独立的 Google API Key 板块，在进行验证时无需取消其他模型的勾选，当前版本的 cursor 默认的 google LLM 就是 gemini 2.0 flash thinking exp，无需显式指定，而 OpenAI 的默认模型是 o1 mini，所以在添加 deepseek v3 时需要显式指定。
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