From amazing to sloppy in days: how fast users adapt to AI video patterns

jaivin · x · 2026-11-10

The author observes how quickly we recalibrate our sense of what's stale: within days, an Opus-generated video that seemed incredible starts showing repeated patterns, and all similar outputs get classified as sloppy.

The takeaway: our adaptation to AI-generated content's tells operates on a timescale of days, far faster than traditional media aesthetics ever did.

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