action-world

WorldMemArena is a new benchmark with 400 multi-session multimodal tasks for evaluating multimodal agent memory, comparing long-context, RAG, and harness-based memory approaches, revealing that better memory writing does not guarantee better performance and that systems struggle with visual evidence.