guan404ming opened a new pull request, #70070:
URL: https://github.com/apache/airflow/pull/70070

   ## Why
   
   The human review panel could display something different from what the agent 
actually produced: JSON-looking text was shown as a Python dict and "true" 
became True, so reviewers approved content that didn't match the task's real 
output.
   
   ## How
   
   - Return XCom values as stored instead of re-parsing them in the HITL review 
plugin
   - Store plugin-written review data natively, matching how workers write XComs
   - Seed test XComs through the real worker write path so the mismatch is 
covered
   
   ---
   
   ##### Was generative AI tooling used to co-author this PR?
   
   - [X] Yes — Claude Code (Fable 5)


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