Worked on the microsoft/fabric-cicd repository to address a critical bug in Fabric capacity requirement validation. Focused on backend development using Python and CI/CD practices, the solution involved making the capacity validation logic order-agnostic, ensuring that checks remained accurate regardless of the sequence of item types in scope. The update also refined the NO_ASSIGNED_CAPACITY_REQUIRED logic to align with the new validation approach, eliminating false negatives and positives that previously affected CI/CD reliability. This targeted fix improved the robustness of capacity checks, resolving issues #593 and #594, and contributed to more dependable automated deployment processes within the project.