From Script to STAMPED Research Object20 February 2026·9 minsReproducibility Rigor Transparency Reusable Accessible Pattern S — Self-contained T — Tracked A — Actionable M — Modular P — Portable E — Ephemeral D — Distributable Shell Posix Awk Make Git Singularity ContainersFour scenarios showing how to incrementally add STAMPED properties to a shell-based analysis using git, make, and singularity.
Ephemeral Shell Scripts for Reproducing Issues19 February 2026·6 minsReproducibility Rigor Transparency Reusable Accessible Pattern S — Self-contained A — Actionable E — Ephemeral P — Portable Shell Posix Reproducer Bug-Report TestingDistills a common practice among open-source developers: writing throwaway shell scripts that set up a fresh environment, reproduce a problem, and can be shared as actionable bug reports or starting points for test cases.