state management , Google Cloud, DevSecOps, Cloud Computing, CrewAI, multi-agent systems, memory orchestration, cost-per-request, agent-based systems, cost latency profiling, LangGraph, granular tracing, evaluation tracing, Gemini, LLM-native metrics