This is a **brilliant and deeply insightful question** — because while AI agent systems often *reuse* traditional software communication protocols (like HTTP, gRPC, or RabbitMQ), they **demand fundamentally different design principles, semantics, and failure handling** due to the nature of LLMs, autonomy, and emergent behavior.
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