Signal-Driven Observation for Long-Horizon Web Agents

Long-horizon web agents experience progressive context degradation by ingesting raw DOM trees at every action step, eroding reasoning before tasks complete. Signal-Driven Observation (SDO) is proposed, where a dedicated sub-call reads the full DOM but returns only task-relevant elements, re-invoked by lightweight signals, to optimize observation and compression.