Deep dive into post-deployment monitoring and tracing for complex, multi-turn, multi-agent systems. Explain how to instrument agent code with OpenTelemetry GenAI semantic conventions (tracking span attributes like model, tokens, and temperatures). Detail how standard W3C traceparent headers must propagate across inter-agent calls, network boundaries, and Model Context Protocol (MCP) hops to create unified execution waterfalls in Cloud Trace. Finally, explain how to stream structured JSON logs via Cloud Logging sinks into date-partitioned, session-clustered BigQuery tables to analyze real-time execution latencies, semantic drift, and error rates.
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