Take-home messages

Essential integration

Combining research notebooks with automated testing enables sustainable, reproducible science.

Modularity and IoC

Improves usability, accelerates onboarding, and enables dimensional analysis of the codebase.

Maintenance of research-result reproducibility

Automated checks help spot regressions and preserve reproducibility throughout ongoing development.

Generated and embedded visuals

Self-contained plots and animations increase the likelihood that outputs remain consistent with the code and simplify long-term maintenance.