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ADK Beyond Its Own Tests: What Happens When Your Agent Answers a Client That Is Not ADK

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ADK Beyond Its Own Tests: What Happens When Your Agent Answers a Client That Is Not ADK
One ADK agent on Cloud Run, serving A2A to clients built on Strands and Microsoft Agent Framework, next to two agents that are not Google's. The ADK-specific findings — to_a2a() and the agent card, the reply that arrives twice, the event stream once a tool exists, and what Cloud Run brings to the mesh.

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