Opinion certainty 2/5 debate potential 3/5

Sansbury suggests base AI models are hitting an asymptotic performance plateau.

Charles Sansbury · Why Getting Data Right Could Be The Key To Effective AI Projects — With Charles Sansbury · Nov 5, 2025 · at 24:57

Cloudera CEO Charles Sansbury suggests base AI model scaling may be stalling, shifting enterprise focus to data quality and lineage.

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“Models are getting better, but maybe they're approaching this kind of asymptotic barrier where are thirteen billion parameters really that much better than twelve billion parameters, right? Maybe nine is good. Maybe five. We, someone mathematically has done the work, but my guess is that we're kind of approaching a point where the models themselves aren't getting better, which means the quality of data you're trained on has become increasingly important.”

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