Headwind: AI R&D Adoption Lags, Eroding Early Mover Edge

AI implementation frictions 2x higher than consensus due to regulation and integration challenges
Talent shortages delay scaling by 50% vs. expected smooth rollout
Open-source commoditization halves early adopter moats within 3 years
Infrastructure costs offset 40% of R&D savings over 5 years

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