Interactive demonstrations of the software and the empirical validation on which each instrument is based.
Decides when an AI system should assist, hold back, or say nothing during a procedure — and when the view is inadequate, tells the clinician what to correct rather than simply going quiet.
Anaesthesiology / physiologic controlDeferra · AnaesthesiologyTracks the patient’s evolving physiologic response to intervention, distinguishes a coherent course from a changed response relation, and decides when standard assistance should defer, adapt, or escalate.
Image designOptiCeilState the inference you need to make, and OptiCeil returns the acquisition that supports it — volume rate, sampling, depth, photon budget — plus the binding constraint and the trade that would relieve it.
Biological interventionABP · AI as a Biological PrimitiveBuilds a model of one patient from that patient’s own history, then runs interventions against it in reverse: specify the state you want and it returns the intervention directions that patient’s record supports.
Builds a model of one patient from that patient’s own history, then runs interventions against it in reverse. No population cohort supplies the answer.
Clinical trialsCTF · Clinical Trial FalsifierTests whether an apparent responder subgroup is real by running the identical procedure on patients who received placebo — before a trial is designed around it.
Tells you before you build anything whether the data can answer the question you’re asking, and if not, what would have to be measured for it to.
Structural memoryTotemicAIKeeps the observations that preserve how a system changed — turning points, direction, relational structure — so a model can be compressed or updated without losing the history that explains it. Flags when new data breaks what was stored.
Adaptive measurementAcquireDetermines which measurement to obtain next, in whom, and at what point further measurement stops earning its cost. Compares more of the same, a different measurement family, and selective measurement.
Field-scale reconstructionAIO · AI On…Takes a field’s published claims, reruns them on one common dataset under one protocol, and reports which ones reproduce and which competing explanations the data can actually tell apart.
Integrated scientific controllerTopolAIReturns a decision rather than a score: use it, keep going, acquire selectively, change the measurement, add a modality, reacquire, or abstain.