Concept lesson

Human Validation UI for Automated Edits

Designing dashboard side-panels that prompt editors to accept, reject, or adjust model-suggested codebase changes.

mapped

Freshness: current

This branch is mapped for curriculum coverage. Research, lesson, and lab depth will be added in a reviewed release.