[Paper] Read Less, Solve More: Token-Efficient Sparse Reading of External Content for AI Agents

Web-facing AI agents repeatedly access webpages, documents, repositories, and tool responses, yet reading interfaces often expose entire objects when only sparse evidence is needed. This over-reading increases token and