BRAINIAC

Broad-scope Reasoning Artificial Intelligence for Nano-micro material and devices Identification, Assessment, and Categorization

universal topology
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MODULES every tool in this build
DATA DRIVEN TWIN

Interactive PFAS/MSDE probe–target design with the real saved multimodal model (paper).

New AI-Powered
DTE-GNN TRANSLATION

Explore 1,342 saved PFAS candidates or edit the interactive 16-node FET research twin.

3 Real Checkpoints
ML TOOLBOX

Machine learning tools and Bayesian optimization

ML Tools
AUTO RESEARCH

Closed-loop autonomous research, replayed from recorded 16-18 hour runs.

Replay Demo
SCI-KGFM

Zero-shot knowledge-graph completion across 12 materials-science graphs.

Live Zero-Shot
DTOR

Deep-thinking-of-research engine.

Coming Soon
SCI-EXPERT

Chat with the science-tuned Qwen3.5-9B, base and fine-tuned side by side.

Live Streaming
OMNIPHYSVERIFIER

Automated verification of scientific claims, results and reproducibility.

Live 37 Engines
DATA REPOSITORY

Access and search the BRAINIAC research data collection

Globus Transfer Search
API DOCUMENTATION

Technical documentation for Globus Search API integration

External
CONTACT ADMIN

Get support and contact the system administrator

Support
COLLABORATION HUB

Research collaboration and team management portal

Coming Soon

The Data Transfer Functions are for Current Researchers in the BRAINIAC Project only

SPONSORED BY

NSF

NSF Future Manufacturing Program