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Building agents in LangGraph or CrewAI works fine in isolation. The problem starts when you need them to collaborate — every integration becomes custom glue code. This setup removes that entirely. What you just learned: - Connect agents built in different frameworks without custom integration code - Use a shared protocol layer to pass tasks between agents - Eliminate framework lock-in from your multi-agent architecture - Set up cross-framework collaboration that scales to more agents Cross-framework agent communication is one of the hardest architectural problems in production AI systems. Using a standardized protocol between LangGraph and CrewAI agents keeps each agent in its native framework while enabling real multi-agent workflows without brittle custom connectors. #ai #aiagents #langgraph #crewai #google #python