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(Untitled)
graph TD
A[Parse and normalize the user's request] --> B{Does the request require a tool or function call?}
B -->|Yes| C[Invoke the selected tool or function with typed arguments]
B -->|No| D[Generate the LLM response]
C --> E[Validate the tool output against the expected schema]
E --> D
D --> F[Return the final response to the user]
