Worked on enhancing the reliability of Bedrock integration within the Mirascope/mirascope repository by addressing a critical bug affecting tool call ID extraction and result mapping. Focused on backend development and API integration using Python, the solution ensured that tool call IDs were consistently extracted across all tools, reducing mismatches in automated workflows. The update included refining message parameter conversion logic to accurately associate tool results with their corresponding calls, thereby improving data integrity and reducing processing errors. This targeted fix strengthened the robustness of LLM integration and tooling, contributing to more dependable end-to-end automation without introducing new features.