Towards Agentic Intelligence for Materials Science. - Huan Zhang 001; Yizhan Li; Wenhao Huang 001; Ziyu Hou; Yu Song; Xuye Liu; Farshid Effaty; Jinya Jiang; Sifan Wu 003; Qianggang Ding; Izumi Takahara; Leonard R. MacGillivray; et al. (CoRR, 2026)