RealCompanion: Benchmarking Human Understanding from Reasoning over Longitudinal Real-World Conversations.

arXiv:2610.01780v3 Announce Type: replace Abstract: An AI companion that talks with someone for months should come to understand them. It should know who they are, remember what they said, and recognize when something from the past matters now. Testing this ne