Worked on enhancing build reliability for Metal-enabled workflows in the ml-explore/mlx repository by addressing issues with Metal compiler header resolution. Introduced robust error handling in bash-based build automation scripts, ensuring that failures in header resolution trigger early, actionable diagnostics rather than ambiguous build errors. This approach provided clear configuration guidance, reducing debugging time and improving the consistency of CI and local builds. Leveraged skills in shell scripting and build automation to surface misconfigurations promptly, supporting a smoother developer experience. The work focused on stabilizing the build process for Metal and XCode environments, enabling faster iteration and more predictable outcomes.