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Clarify azure.ai.project ownership across project workflows #10031

Description

@huimiu

Summary

Make ownership of azure.ai.project explicit and consistent across the Azure AI project workflows.

What to do

  • Establish a clear ownership model for project resources.
  • Route project-level operations through the project owner instead of individual resource helpers where appropriate.
  • Keep initialization, adoption, and managed-resource flows aligned with the same ownership rules.
  • Add focused tests for project ownership, resource discovery, and error handling.
  • Update user-facing guidance where the ownership model affects behavior.

Outcome

Project resources have one predictable ownership path, reducing duplicated logic and making future workflow changes safer.

Activity

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