Java Architecture Diary

Sep 4, 2026 · Backend Development

AI Code Is Fast, But Can You Review It? The show-me Skill for Scalable Code Review

As AI coding tools like Claude Code and Codex accelerate code generation, traditional line-by-line git diff reviews become a bottleneck; the HumanLayer show-me skill addresses this by requiring AI agents to produce structured views—compact call trees, shallow file trees with responsibility annotations, Mermaid sequence diagrams, and semantic diffs—so reviewers can quickly grasp call chains, module boundaries, and data flows without reading thousands of lines.