仓库原始内容
按源仓库内容呈现，保留标题、案例、代码、表格、链接以及原文引用的演示图片。
Implementation
Implement the requested changes:
- Write production-ready code that follows existing patterns and conventions
- Choose verification using
verify-and-ship: use relevant existing tests or direct checks; add new tests only for concrete consequential regressions worth maintaining - 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.
