首先，大模型本身无法主动感知，只能对输入被动响应。智能体需要用外部感知组件来主动获取环境信息。对于数字世界的任务，通过智能体工程可以建立基于时间的触发器，定期检查日志、邮件、股价变动等；或基于事件的订阅、监听，接收API推送的事件通知，或当数据库发生变更时自动唤醒记录数据。在物理世界中，智能体还可以通过传感器、摄像头、麦克风等设备采集视觉、听觉、触觉等信号。
Throughout the development of our microservices, we heavily leveraged dependency injection. As part of a .NET web application's startup process, you register the individual types that should be part of the inversion of control (IoC) container. Individual classes inject their dependencies as interfaces in their constructor arguments. This allows different concrete implementations to be used depending on the context. For example, an interface for a telemetry client may be utilized throughout the codebase. The concrete implementation in the live-service sends actual telemetry data to a remote endpoint. A mocked implementation is used in unit tests to validate the correct event would be sent at the appropriate time.
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Invalid data errors. You can usually assume your database will give back valid data. If it doesn’t, you’ve probably got a bug somewhere.
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研究人员说，这表明空气污染主要通过直接影响大脑导致阿尔茨海默病，而非通过高血压、中风或抑郁症等常见慢性病来实现，曾患中风的人，其大脑可能更容易受到空气污染的损害。研究还表明，改善空气质量或许可以作为老年人群预防阿尔茨海默病策略的一环。
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