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### What problem does this PR solve? Update broken agent OpenAI-Compatible completion due to v0.20.0. #9199 Usage example: **Referring the input is important, otherwise, will result in empty output.** <img width="1273" height="711" alt="Image" src="https://github.com/user-attachments/assets/30740be8-f4d6-400d-9fda-d2616f89063f" /> <img width="622" height="247" alt="Image" src="https://github.com/user-attachments/assets/0a2ca57a-9600-4cec-9362-0cafd0ab3aee" /> ### Type of change - [x] Bug Fix (non-breaking change which fixes an issue)