I3eka opened a new pull request, #45727:
URL: https://github.com/apache/superset/pull/45727

   ## Status
   
   **Draft / ON HOLD pending SIP-224:** parent proposal #42805 and discussion 
#42806. This Native AI follow-up is not ready to merge before the parent 
proposal is accepted. The branch includes the prerequisite tool-display work in 
#43237; the focused change is `d7f603aeef`.
   
   ## Problem and change
   
   Persisted tool output was cut at 2,000 characters, often leaving incomplete 
JSON without indicating that the stored history differed from the result shown 
to the model. Bound structured output with the existing JSON-aware byte 
limiter, retain a separate `output_truncated` flag, and label history clipping 
separately in the tool details. The model-facing result and its own truncation 
flag remain independent.
   
   ## Validation
   
   - Two regression tests failed before the fix; 69 
runtime/orchestrator/display tests pass after it.
   - The frontend regression verifies parsing and the distinct history-clipping 
label.
   - Pre-commit passes, including backend and frontend type checks.
   - No deployment or live model/database calls.
   


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