Can an AI agent curate its own long-context workspace ahead of queries?

An author introduces the new Librarian Agents paper with a question: can an agent adapt by curating its own long-context workspace, anticipating queries before they arrive? They describe LLMs in specialized domains, from enterprise codebases to law firms, as digging through large amounts of unstructured context.