Ask Now, Use Later: Benchmarking the Proactivity Gap in Long-Lived LLM Agents

Bin Wu, Guanyun Zou, Bingbing Wang +2

A long-lived LLM agent, such as OpenClaw, earns its value by acting on a user's preferences and constraints across sessions, not just the current request. Yet today's agents keep w…