Spec Reviewer now embeds unmet requirement recommendations directly inline as review suggestions, pinned to the exact code locations where the requirement is violated or incomplete. For behavior-based evaluations, review comments now include screenshots captured from the agent’s sandbox session, showing the UI state or flow observed during validation. This makes it clear why a requirement failed and removes the need to infer behavior from text alone.