Announcement_6
New preprint out — RaMem: Contextual Reinstatement for Long-Term Agentic Memory. Addresses context collapse in LLM agent memory by anchoring retrieved memories to their original episodic conditions, achieving 10%+ average F1 gains across multiple LLM backbones.