Hierarchical Deep Research with Local-Web RAG: Toward Automated System-Level Materials Discovery

Rui Ding, Rodrigo Pires Ferreira, Yuxin Chen +1

We present a long-horizon, hierarchical deep research (DR) agent designed for complex materials and device discovery problems that exceed the scope of existing Machine Learning (ML…