AI RESEARCH
Do Proactive Agents Really Need an LLM to Decide When to Wake and What to Anchor?
arXiv CS.AI
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ArXi:2605.30152v1 Announce Type: cross Proactive agents read user activity as text and call an LLM on every event to decide whether to act. But user activity is not natively text: it is a structured event stream of (actor, verb, object, timestamp) tuples that the operating system already maintains in graph form. Rendering the structure as text and asking an LLM to recover it is a round-trip the system never had to take.