Container venv Overlay for Python Development2 March 2026·10 minsReproducibility Efficiency Reusable Accessible Pattern S — Self-containment A — Actionability P — Portability E — Ephemerality container docker singularity venv uv python developmentDemonstrates how to mount local code into stock or third-party containers and create lightweight venv overlays, bridging the container’s fixed environment with project-specific dependencies.
From Script to STAMPED Research Object20 February 2026·9 minsReproducibility Rigor Transparency Reusable Accessible Pattern S — Self-containment T — Tracking A — Actionability M — Modularity P — Portability E — Ephemerality D — Distributability STAMPED-intro 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.