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5 docs tagged with "versioning"

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Data Versioning and Lineage

Which exact rows produced the model currently serving traffic? For most teams, the honest answer is "we don't know" — the code is in Git, but the data that trained the model has moved on, been updated, or been silently overwritten since. A model is a function of code and data, and versioning only the code reproduces nothing.

Model Registry and Packaging

The file called modelfinalv2actuallyfinal.pkl — every team has one, and it's a symptom, not a joke. A model artefact is only genuinely useful with the preprocessing, schema, and metadata needed to call it correctly; package those together properly, or ship a bug the moment they drift apart.

Prompt Hub

The Prompt Hub stores prompts outside your codebase, versioned by commit hash, and lets you pull the current (or a pinned) version at runtime.

Versioning and Releases

Boost ships as one coordinated release with one version number, even though it is really ~160