Personal-Agent Mediated Recommendation with Cross-Platform User History

Personal-Agent Mediated Recommendation decouples ranking into a platform-local stage followed by a personal LLM agent that refines the top-K slate using cross-platform user history. The MediateRec benchmark evaluates how agents balance platform-scale population signals against private user preferences to prevent harmful ranking overrides.