Worked on enhancing the oracle-samples/oci-data-science-ai-samples repository by implementing a Python 3.12 compatibility update for model deployment and inference workflows. The update involved revising sample references and deployment scripts to ensure seamless operation with the latest Python version, reducing potential runtime issues during customer upgrades. Leveraged Python and data science expertise to validate these changes within the repository, supporting future continuous integration, packaging, and release processes. This work focused on maintaining up-to-date environments for data science model deployment, enabling smoother transitions for users adopting new Python versions while ensuring ongoing reliability and maintainability of the sample codebase.