GEM

Researchers have found that catastrophic forgetting and safety erosion in large language models are driven by the same gradient-interference mechanism, suggesting that tools used to monitor and mitiga…

A paper by Orogat and Mansour argues that agent memory should not be treated as a database, identifying four failure modes when memory is handled like storage. The authors propose Governed Evolving Me…

Researchers have introduced GEM (Geometric Entropy Mixing), a framework that reformulates LLM data curation as a variational problem on a hypersphere to overcome flaws in human taxonomies and Euclidea…

A new research paper from arXiv proposes Governed Evolving Memory (GEM), a data-management framework that redefines long-term AI agent memory as a state trajectory rather than record storage. The auth…