... running a real video pipeline, u basically never clock it as ai. and at that point whether it's "ai" or not stops mattering, the content lands, the point gets across. so detection's gonna stop being about ai vs not ai and start being about how much effort someone put in. that gap only shrinks as the tools get better. give it 18 months, even mid effort pipelines will be undetectable. Comment from Jim Jeffers(@jim_jeffers): I think ... ... stronger test is not can I spot AI? but can I spot absence of lived context? The tells I notice most are generic confidence, no concrete tradeoffs