zozo123 opened a new pull request, #70096:
URL: https://github.com/apache/airflow/pull/70096

   Malformed model-generated arguments currently bypass validation in the 
Common AI toolsets. Missing or mistyped arguments can therefore reach tool 
implementations and fail with `KeyError` or `TypeError` instead of producing 
the bounded retry that pydantic-ai supports.
   
   This change derives each tool's argument validator from the same JSON Schema 
advertised to the model and applies it to `SQLToolset`, `DataFusionToolset`, 
and `HookToolset`. Hook introspection keeps optional and union parameters 
accurate, leaves unsupported annotations permissive, drops unexpected arguments 
for fixed signatures, and preserves additional arguments for methods that 
accept `**kwargs`.
   
   Validation:
   
   - 1,043 Common AI unit tests passed
   - provider mypy passed
   - pre-commit and manual prek checks passed
   
   ---
   
   ##### Was generative AI tooling used to co-author this PR?
   
   - [X] Yes — Claude Code (Fable 5) and Codex (GPT-5)
   
   Generated-by: Claude Code (Fable 5) and Codex (GPT-5) following [the 
guidelines](https://github.com/apache/airflow/blob/main/contributing-docs/05_pull_requests.rst#gen-ai-assisted-contributions)
   


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