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EpiCon presents a shared multimodal memory framework for collective learning among AI agents, enhancing performance across eleven benchmarks without updating host model parameters.
SkillClaw introduces a framework for collective skill evolution in multi-user LLM agent systems, enabling autonomous updates and cross-user knowledge transfer by aggregating interactions and feedback to improve performance across the ecosystem.