CCode adds hooks to fix AI PR mechanical issues before review

The authors of the coding agent CCode discovered that a large portion of review comments on AI-generated pull requests involved mechanical issues like formatting, out-of-sync lockfiles, and missing migrations. To fix this, they introduced workflow hooks that run formatters and type checkers on individual file edits and block problematic shell commands before PR creation. As a result, the pull requests reaching human reviewers already pass these mechanical checks, allowing reviewers to focus on architectural and logic concerns. Open article →