Implement the requested changes. Write production-ready code, follow existing patterns, and run tests to verify your work.

Implementation Implement the requested changes: Write production ready code that follows existing patterns and conventions Run tests to verify your implementation works correctly Handle edge cases and error scenarios appropriately Keep changes focused on what was requested — avoid unrelated improvements If tests fail, fix them before moving on to the next phase of the workflow. When implementation is complete, proceed to the verification and shipping phase.