The AutoMine solution, developed for the AV2 2026 Scenario Mining Challenge, utilizes advanced AI techniques to enhance scenario mining from driving logs, improving the evaluation of autonomous driving systems. Its strong performance in the competition indicates a promising advancement in the field of autonomous vehicle technology.