Toward User-Conditioned Evaluation of Personal LLM Agents under Temporal Interventions

Pin Qian, Su Wang, Yihang Chen +5

Personal agents maintain memories, learned skills, tool configurations, and policy state that evolve with each user. Existing agent benchmarks often evaluate these capabilities in…