Every number carries its doubt.
Domain workflows where uncertainty is not a footnote but a type — present at every step, propagated by the compiler, enforced at the boundary.
The type system at work
From pharmacometrics to network geometry — each workflow shows how epistemic confidence travels through a real computation and what happens when it runs out.
Causal Inference
Intervention<T> and Counterfactual<T> types for first-class causal reasoning
View workflowClimate Science
Ensemble reasoning where uncertainty is allowed to halt the program before it turns into policy theater.
View workflowGenomics & Bioinformatics
DNA sequence operators and analysis
View workflowGraphics and Rendering
Scientific terminal displays and raster previews produced by native execution of Sounio examples.
View workflowKretikos GPU Compiler
GPU compiler lane with checked thread builtins, serial CPU fallback, in-tree PTX/CUBIN templates, and artifact bundles.
View workflowNeuroimaging
Diagnostic pipelines that preserve uncertainty instead of bluffing past weak or ambiguous signal.
View workflowPharmacometrics
PK/PD modeling with GUM uncertainty propagation for clinical dosing
View workflowQuantum Computing
Quantum state modeling via Linear Types
View workflowScientific Computing
Data analysis and uncertainty tracking
View workflow