“The mechanism and application framework of the big language model in climate adaptive power systems still lack systematic understanding. A unified analysis framework of "information parsing decision generation collaborative interaction" has been constructed, and typical method paradigms in semantic understanding, inference generation, and multi-agent collaboration have been systematically summarized. Key challenges such as output reliability and physical constraint consistency have been analyzed, providing a technical path for improving the climate adaptability of power systems.”