Technical screening for software engineering roles requires rigorous evaluation of coding skill, system design knowledge, and problem-solving logic. However, virtual technical interviews face severe risks from proxy coders, secondary displays, and live generative AI assistance. Engineering leaders require automated verification mechanisms to ensure candidate authenticity without creating friction during coding rounds. Traditional real-time proctoring tools…