sequential

Introduces Janus, a plug-in memory controller for LLMs that selectively accepts or rejects candidate memory updates using a Memory Momentum Trigger and a compact hybrid evaluation set, improving average accuracy by +2.7 to +4.6 points across multiple datasets.