PithTrain: A Compact and Agent-Native MoE Training System. - Ruihang Lai; Hao Kang; Haozhan Tang; Akaash R. Parthasarathy; Zichun Yu; Junru Shao; Todd C. Mowry; Chenyan Xiong; Tianqi Chen 001 (CoRR, 2026)