kapynDev Tools

More than just code review

Verifying coding agent output demands confident instruction and review beyond line-by-line inspection. The post argues that eyeballing every line is rarely the best validation method, so developers need alternative verification strategies. It highlights the core skill of directing agents and confirming changes correctly.

Simon Willison·Aug 22, 2026

Opening Kapyn…