@misc{indiciae7c8f180861e8, title = {Building MCP-native hierarchical AI scientist ecosystems: a perspective on scaling multi-agent scientific discovery}, author = {Yue, Ling [Rensselaer Polytechnic Inst., Troy, NY (United States)] and Ko, Ching-Yun [IBM Research, Yorktown Heights, NY (United States)] and Chen, Pin-Yu [IBM Research, Yorktown Heights, NY (United States)] and Di, Shimin [Southeast Univ., Nanjing (China)] and Pan, Shaowu [Rensselaer Polytechnic Inst., Troy, NY (United States)]}, year = {2026}, doi = {10.3389/frai.2026.1820375}, url = {https://www.osti.gov/biblio/3366326}, note = {Source identifier: 3366326} }