Examples

The repository includes small benchmarks with explicit problem contracts and independent evaluators. Run the commands in each example's README from the repository root.

Example	What it demonstrates
Fixed dataset	A complete run with raw Python workers and a fixed input dataset.
Python SDK	Inline contracts and schemas, SDK callbacks, and process reuse.
R SDK	The same three worker roles using the R SDK.
Generated dataset	Materialization and implementation preparation with validated artifacts.
Dataset-free	A problem using the built-in empty dataset.
Parameter matrix	Cartesian grids and coupled named cases in explicit parameter namespaces.
Workflow smoke cases	One-shot intercept, SLOPE, and clustered-lasso fits with independent evaluators.
Datamonger	A pinned dataset resolved through an external provider process.

Start with getting started for the fixed-dataset example. The example index describes requirements and expected results for the full collection.