Choose an executable example

Choose the outcome you need. Every scenario provides complete files, prerequisites, commands, results to check, a useful failure, limits and cleanup. Downloads are built from this documentation revision, including new files that are not in the historical release tag. Commands use public Apizr 0.4.5.

Goal	Scenario	Prerequisites	Result
Understand changed results	Compare fraud experiments	Notebook + scientific workload	Recorded differences
Share a model	Share a prediction	Matching Run/model + REST/MCP runtime	Real prediction
Reuse existing business logic	Share a quote	Core + service runtime	Stock-aware quote; no Run
Give a client a calculation	Calculate a route	Core + MCP runtime	Computed tour
Serve unfinished research	Reuse independent research	Core + REST/MCP runtime	Selection and helper refusal
Hand over a service	Verified local delivery	Docker/Buildx + OCI, optionally Attest	Image/registry/proof identities

Use Install Apizr once for your workflow. Scientific algorithms and business rules belong to the examples, not Apizr.