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Neural Foundry's avatar

Phenomenal framing of the certainty problem. The shift from "proof" to "directional agreement across signals" is something most teams resist way longer than they should. I've seen so many marketers paralyzed waiting for attribution to feel clean again, when the real skill now is being comfortable acting on convergent patterns even when individual data points are fuzzy. The YouTube + Pinterest angle is smart too, esp the stat about 60% of watch time coming from 30+ day old content. That longevity completely changes ROI math compared to plat forms where creative dies in 72 hours.

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