shadow-code

Structured code review feedback requires you to submit your task description and initial implementation, which triggers a critique highlighting gaps, differences, and actionable improvements without rewriting your code.

The best way to compare your coding implementation against best practices is through a gap analysis, which identifies differences and alternative approaches to reinforce your independent coding skills.

You can use this guided self-review workflow for any programming language, as it applies to individual programming tasks across diverse languages and scenarios without requiring language-specific dependencies.

The code review does not rewrite your implementation automatically; it offers a structured critique to guide your self-review and only rewrites the code if you explicitly request it.

You should write the implementation first before receiving coding feedback to keep your independent coding ability sharp by attempting the solution before reviewing gaps, differences, and best practices.