AIBullisharXiv – CS AI · Mar 116/10
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AutoAgent: Evolving Cognition and Elastic Memory Orchestration for Adaptive Agents
Researchers introduce AutoAgent, a self-evolving multi-agent framework that combines evolving cognition, contextual decision-making, and elastic memory orchestration to enable adaptive autonomous agents. The system continuously learns from experience without external retraining and shows improved performance across retrieval, tool-use, and collaborative tasks compared to static baselines.