Shekharrajak opened a new pull request, #400:
URL: https://github.com/apache/flink-agents/pull/400

   Linked issue: #381
   
   Purpose of change:
   
   Adds async execution support for built-in actions (chat_model_action and 
tool_call_action)
   Improves performance by making LLM calls and tool executions non-blocking
   Maintains backward compatibility. 
   
   Tests:
   
   Added test_built_in_actions_async_execution() unit test
   Existing tests still pass (backward compatibility verified)
   Verified memory/resource access constraints
   
   API:
   
   No public API changes
   Internal implementation detail only
   Function signatures unchanged
   ### Documentation
   
   <!-- Do not remove this section. Check the proper box only. -->
   
   - [ ] `doc-needed` <!-- Your PR changes impact docs -->
   - [x] `doc-not-needed` <!-- Your PR changes do not impact docs -->
   


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