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Evolved transmission protocols can boost collective performance by up to 37% by intelligently routing information based on state awareness.
Agentic collectives of LLMs reveal complex behaviors that can be interrogated through their own language, transforming our approach to understanding AI dynamics.
Modularity in neural architectures can dramatically improve compositional learning, but only in lower-dimensional settings where task representations are rich and nuanced.