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Modernize the cuML C++ API #8591

Description

@csadorf

Establish a coherent user-facing C++ API for cuML with explicit validation, documentation, and stability guarantees.

The current C++ interfaces have different levels of maturity and are primarily intended to support cuML's Python implementation. Carve out a clearly identified user-facing API and gradually migrate suitable interfaces into it. Existing interfaces remain internal unless they explicitly graduate.

This effort should:

  • Define the namespace and organization of the user-facing API.
  • Establish validation, error-handling, stability, and deprecation requirements.
  • Define the criteria for graduating an interface.
  • Identify migration candidates and track them in scoped follow-up issues.
  • Separate user-facing API documentation from the internal API reference.

Related developer-documentation work: #8590

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