ruanwenjun opened a new pull request, #18597:
URL: https://github.com/apache/dolphinscheduler/pull/18597

   ## Was this PR generated or assisted by AI?
   
   YES. The implementation and regression tests were assisted by AI.
   
   ## Purpose of the pull request
   
   Validate sub-workflow references consistently before task definitions are 
persisted or activated.
   
   close #18596
   
   ## Brief change log
   
   - Add a checker for referenced sub-workflows and their target projects.
   - Apply the check to workflow creation and updates, workflow-instance 
updates, version switches, and online or release operations.
   - Return the existing generic unavailable-resource result for missing or 
unavailable references.
   - Add unit and service-level regression tests.
   
   ## Verify this pull request
   
   This change added tests and can be verified as follows:
   
   - `./mvnw verify -B -pl dolphinscheduler-api -DskipE2E=true -DskipITs 
-Dmaven.test.skip=false -DskipUT=false -Danalyze.skip=true`
   - API module result: 734 tests run, 0 failures, 0 errors, 10 skipped.
   
   ## Pull Request Notice
   
   [Pull Request 
Notice](https://github.com/apache/dolphinscheduler/blob/dev/docs/docs/en/contribute/join/pull-request.md)
   


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