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\section{Discussion}
\paragraph{Limitations.} The framework assumes cooperative agents; adversarial or misaligned agents could exploit the shared state mechanism. The semantic router requires embedding model inference, adding latency to routing decisions.
\paragraph{Future Work.} We plan to explore: (1) hierarchical networks with meta-agents that spawn sub-networks, (2) reinforcement learning for router optimization, and (3) formal verification of agent interactions.