How do you proactively integrate a red flag on your CV into the walkthrough?

Address it briefly, own it, and pivot to what changed. Do not sound defensive. Example: a grade dip, study switch, or gap should be framed as context, lesson, and evidence of recovery. The formula is: acknowledge, explain without excuses, show action, and return to why you are now stronger.