Abstract: Seamless interoperability and enhanced system performance for real-time monitoring and efficient operation in smart environments are achieved through improved IoT sensor integration and ...

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Testing AI systems is hard. Responses are non-deterministic, you need to validate tool usage, and semantic meaning matters more than exact text matching.