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Define the promotion criteria from experimental to stable #312

@mkumar73

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@mkumar73

Right now, moving a model from experimental to stable would be subjective. This issue defines the minimum bar that every model must meet before it can be promoted.

The policy should be simple and practical. A model should move to stable only if it has:

  • a clean public API consistent with the stable estimators
  • working docs
  • at least one end-to-end example
  • save/load support if that is part of the stable core contract
  • basic behavior tests
  • no open known critical bugs in core workflows
  • a short model page that explains when to use it and what its limits are

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