EverMind Launches EverOS: Self-Evolving Memory Operating System for AI Agents

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EverMind announced the EverOS public beta on April 14, positioning it as the first memory layer designed specifically for self-evolving agents. Key features include a Skills Evolution Engine (claims 234.8% improvement on complex tasks), mRAG hybrid retrieval architecture combining dense semantic, sparse keyword, and multimodal alignment, and HyperMem hypergraph memory network (paper accepted at ACL 2026). Early-stage but addresses a real gap in the agent stack — persistent memory and skill accumulation.