PrefIx: Understand and Adapt to User Preference in Human-Agent Interaction

Jialin Li, Zhenhao Chen, Hanjun Luo +1

LLM-based agents can complete tasks correctly yet still frustrate users through poor interaction patterns, such as excessive confirmations, opaque reasoning, or misaligned pacing.…