Diffusion-reaction PDE solver for invasive margins beyond contrast.
Diffusion-reaction PDE solver for invasive margins beyond contrast.
GLIO-INFIL 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.
Contrast enhancement is not the disease. It is one signal among several. Glioma infiltrates beyond what gadolinium will show. GLIO-INFIL is a reaction-diffusion PDE solver, calibrated against histology where available, that projects an infiltration field across the surrounding parenchyma — with uncertainty bands the surgeon can read.
It is conservative by design. The field is one input among several to the surgical and radiotherapy plans, not a contour to follow blindly. The point is to make the question — 'what about here?' — answerable in a way that today it usually is not.
GLIO-INFIL 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[infil] aurora glio.infil solve \ --case case.aurora \ --t 30d --backend cuda
GLIO-INFIL 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-INFIL 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-INFIL. Federation means you can train across populations you cannot see alone. Whitepapers carry co-authorship, not acknowledgements.
GLIO-INFIL 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.