Rapid Improvements in Foundation Models Surprise Even the Optimists
Foundation models are improving faster than AI experts predicted—and it's reshaping how leaders should think about their AI roadmaps.

Why it matters
Rapid capability improvements in foundation models are outpacing expert forecasts, signaling a market shift in AI development velocity that affects competitive positioning and investment timing for enterprise leaders.
The key facts
8 to knowFoundation model improvements exceeding expert predictions
Q1 VC deal volume surge mentioned
Ali Partovi's Neo project referenced as case study
Published April 10, 2026 (recent data on trend trajectory)
Foundation model improvements outpacing optimist predictions
Q1 VC deal volume surge documented
Ali Partovi's Neo portfolio showing strong performance
Published Apr 10 2026 — recent market commentary
Go to the source
Newcomer (VC)newcomer.co
Publisher excerpt: Plus, VC deal volume surges in Q1 & Ali Partovi's Neo shines