Our proposed VideoTreeSearch achieves state-of-the-art results across all grounded long-video QA benchmarks while also being more efficient than prior agentic video methods. We also show that we can achieve strong temporal grounding results even if we don't use any manually #VideoTreeSearch #LongVideoQA #AI #Nocountrycodesarementionedinthetweet.