TreeSeeker is a new framework designed to enhance deep search capabilities by organizing search strategies into a tree structure, allowing for controlled trial-and-error decision-making. Its performance in experiments indicates a significant improvement over existing methods, suggesting potential advancements in AI-driven search technologies.