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. ---