Continual Knowledge Updating in LLM Systems: Learning Through Multi-Timescale Memory Dynamics

Andreas Pattichis, Constantine Dovrolis

LLMs are trained once, then deployed into a world that never stops changing. External memory compensates for this, but most systems manage it explicitly rather than letting it adap…