FrankYang0529 opened a new pull request, #74537:
URL: https://github.com/apache/airflow/pull/74537

   ### Why
   
   - #73904 (in apache-airflow-providers-common-ai 0.11.0rc1) made 
`AgentOperator` convert an answer approved in HITL review with a pydantic 
`TypeAdapter` built from `output_type`. Following cases can pass in 0.10.0, but 
not 0.11.0rc1.
     - A list of output types, such as `[Verdict, Other]`, raises 
`PydanticSchemaGenerationError`, and the task fails.
     - An output marker, such as `ToolOutput(Verdict)`, raises 
`AttributeError`, and the task fails. `NativeOutput`, `PromptedOutput` and 
`TextOutput` fail the same way.
     - For an output function, `TypeAdapter` validates the approved text as the 
function's arguments and calls the function a second time.
   
   ### How
   
   - `rehydrate_pydantic_output` handles an `output_type` that is neither a 
class nor a generic alias by parsing the approved text with `json.loads`. If 
the approved text is not JSON, the helper returns the text unchanged. 0.10.0 
gave the same result. Classes and generic aliases such as `list[str]` or 
`Verdict | Other` still go through `TypeAdapter`.
   
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   ##### Was generative AI tooling used to co-author this PR?
   
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