Unsure which AI coding tool to pick. Learn when Claude Code helps beginners and when Codex suits pros who want control and solid tests fast ...
Abstract: Automated code review systems have improved software development, yet many lack contextual awareness, leading to redundant feedback and limited adaptability to user-specific coding styles.