skill-authoring

To convert a notebook workflow into a reusable Codex skill, define a trigger surface using frontmatter with a name and description, then separate routine logic from exposition by organizing reusable code into references/, scripts/, and assets/ directories for deterministic execution.

The best way to structure deterministic notebook automation is by separating routine logic into a scripts/ directory, documentation into references/, and templates into assets/, ensuring the execution spine remains minimal and repeatable.

Yes, defining an input contract is required when turning a tutorial into a triggerable skill to establish a stable execution spine and ensure deterministic behavior across different inputs.

Yes, you can automate domain procedures from existing notebooks by extracting the routine logic from the exposition, defining a clear skill surface, and organizing the reusable components into references/, scripts/, and assets/.

Separating validation logic from notebook narration ensures deterministic execution and provides clear compatibility notes, preventing interactive exposition from breaking automated trigger workflows.

You should avoid notebook-to-skill conversion when a workflow lacks a clearly definable input contract or requires highly interactive, non-deterministic steps that cannot be cleanly separated into scripts and references.