Connects scanner-scale imaging with cell-scale histology features.
Connects scanner-scale imaging with cell-scale histology features.
GLIO-MMB is one of 11 subsystems that compose AURORA-GLIO. It is independently usable but shares the same patient representation, provenance log and governance layer as every other AURORA module.
Two truths sit in the same head: a contrast-enhancing region on an MRI and a slice of tissue under a microscope. They describe the same disease. Almost nothing today reads them together. GLIO-MMB is the bridge.
Mechanically, it is a cross-modal embedding stack that aligns radiomic and histological features through learned correspondences and explicit anatomical priors. It is conservative on purpose. The bridge prefers to say 'I don't know' over hallucinating a correspondence — particularly across resolution scales where vision-language models have a track record of overconfidence.
GLIO-MMB can be installed standalone, or pulled in as part of the full AURORA-GLIO stack. Both ship the same code and weights, signed end-to-end. Pilot partners have access today; public alpha opens Q4 2026.
pip install aurora-glio[mmb] aurora glio.mmb align \ --mri case.nii.gz \ --wsi case.svs \ --report report.pdf
GLIO-MMB moves faster when the right people are in the room. Whether you carry a service line, a registry, or a few quiet weekends — there is a way in.
Sponsor GLIO-MMB for your unit. Co-design the surface, the audit log and the override semantics with the team that built it. Pilot sponsors keep a council seat for the duration.
Run a research question on GLIO-MMB. Federation means you can train across populations you cannot see alone. Whitepapers carry co-authorship, not acknowledgements.
GLIO-MMB ships starter tasks tagged 'good-first-issue' on the pilot repo. SDKs in Python, TypeScript and Rust at public alpha. MIT, no CLA.
AURORA is in private pilot today and opens to the world at public alpha in Q4 2026 under MIT. If you carry the weight of these diseases — as a clinician, scientist, builder, patient or advocate — there is a seat at the table.