#reproducibility
2 skillsNotebook Hygiene Rules for AI AgentsInstructions that keep agent-edited Jupyter notebooks reproducible: top-to-bottom execution order, pinned seeds, no hidden state, and graduating stable code into modules.Generic · Data AnalysisGeneric.md (generic)Notebook Hygiene Rules for AI AgentsInstructions that keep agent-edited Jupyter notebooks reproducible: top-to-bottom execution order, pinned seeds, no hidden state, and graduating stable code into modules.Use in a data science repository where agents create or edit notebooks, to prevent out-of-order cells, irreproducible results, and analysis logic trapped inside .ipynb files.@libraryData AnalysisPaper Replication Protocol for AgentsA working protocol for agents replicating a published method: extract every parameter from the paper first, pin all versions, log every deviation, and compare results honestly.Generic · Science & ResearchGeneric.md (generic)Paper Replication Protocol for AgentsA working protocol for agents replicating a published method: extract every parameter from the paper first, pin all versions, log every deviation, and compare results honestly.Use when an agent is asked to reproduce results or reimplement the method from a research paper, so gaps in the paper are surfaced as logged decisions instead of silent guesses.@libraryScience & Research