GAM takes aim at “context rot”: A dual-agent memory architecture that outperforms long-context LLMs

VentureBeat — AIThursday, December 4, 2025 at 9:00:00 AM
GAM takes aim at “context rot”: A dual-agent memory architecture that outperforms long-context LLMs
  • A research team from China and Hong Kong has introduced a new memory architecture called General Agentic Memory (GAM) aimed at addressing the issue of 'context rot' in AI models, which leads to the loss of information during lengthy interactions. This dual-agent system separates memory functions to enhance information retention and retrieval, potentially improving the performance of AI assistants in complex tasks.
  • The development of GAM is significant as it represents a potential breakthrough in creating more reliable AI agents capable of maintaining context over extended interactions, which is crucial for applications in customer service, project management, and other fields requiring sustained engagement.
  • This advancement aligns with a broader trend in AI development, where companies are increasingly focusing on enhancing the contextual understanding of AI systems. As competition intensifies among major players like Google and Microsoft, innovations like GAM and other memory solutions are essential for improving user trust and operational efficiency in AI applications.
— via World Pulse Now AI Editorial System

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