Science

Applied scientific systems with explicit confidence semantics.

Explore domain workflows where uncertainty is not hidden metadata but an executable part of the program.

Domain Gallery

From pharmacometrics to climate ensembles, each path shows how trust is encoded.

Bayesian networks with epistemic types for causal discovery and treatment effects

Climate modeling with uncertainty propagation for robust predictions

RNA-seq, variant analysis, and pathway workflows with uncertainty-aware computation.

High-performance physics simulations with native GPU kernels

fMRI pipeline analysis with confidence-gated processing and provenance tracking

PK/PD modeling with uncertainty quantification for drug development and clinical trial design

VQE algorithms with uncertainty quantification for quantum computing research

Use Sounio for data analysis with built-in uncertainty quantification

Beautiful scientific visualization with ASCII art, ANSI colors, and terminal-native 3D rendering