TY  - RPRT
TI  - Building MCP-native hierarchical AI scientist ecosystems: a perspective on scaling multi-agent scientific discovery
AU  - Yue, Ling [Rensselaer Polytechnic Inst., Troy, NY (United States)]
AU  - Ko, Ching-Yun [IBM Research, Yorktown Heights, NY (United States)]
AU  - Chen, Pin-Yu [IBM Research, Yorktown Heights, NY (United States)]
AU  - Di, Shimin [Southeast Univ., Nanjing (China)]
AU  - Pan, Shaowu [Rensselaer Polytechnic Inst., Troy, NY (United States)]
PY  - 2026
DO  - 10.3389/frai.2026.1820375
UR  - https://www.osti.gov/biblio/3366326
ID  - 3366326
ER  -