AI ad remix contest: When 'remixing' becomes production-line testing

This "AI Ad Makeover Contest" organized by Jimeng (Dreamina) in collaboration with Douyin E-commerce and the Effie Awards is essentially a public stress test of AI video generation capabilities. Participants use AI to completely revamp classic ads. It sounds like a creative carnival, but as an engineer accustomed to looking at spec sheets and production ramp-up data, I see a closed-loop verification mechanism ranging from model training to scenario implementation.