AI agents like OpenClaw are shifting enterprise AI from dialogue to task execution yet face hurdles in computing waste and cost efficiency. At the Zhongguancun Forum, Ant Digital’s Zhang Peng noted the industry must move from parameter scale competition to "Token efficiency." He advocated mixed use of large and small models for optimal cost and speed. Ant Digital launched the lightweight financial model Ling-DT-Fin-Mini-2.5, cutting inference costs and boosting speed for high-concurrency tasks.