Engineering, governance and module notes from the AURORA collective — federation, equity-as-loss, module spotlights and weekly build notes.
Twenty years of clinical AI have produced thousands of papers and almost no infrastructure. We think that's the actual bug.
Equity checks that run after release are theatre. Equity checks that run inside the loss function are policy. Here is how we implement them.
Federation is not a privacy product. It is a contract about who carries what. Here is the contract.
Why we picked craniosynostosis as the first deep module, and what we learned wiring it end-to-end across eight subsystems.
Patient and family voice cannot be 'consulted'. It has to be in the room when the spec changes. Here is how we structured that.
What landed last week across the modules. Glioma foundation model converged on the second corpus…