SignalTech/AI
AI coding has hit an 'intelligence saturation' point, Cognition cofounder says
Cognition cofounder claims AI coding reached intelligence saturation, signaling potential limits in AI development.
Context
What happened: Cognition cofounder Russell Kaplan said many software engineering tasks are now "intelligence saturated," meaning once any model can do a task well, cost and speed are all that matter.
Key numbers: A 10-point advantage in model intelligence now delivers just 20% more developer traffic, down from nearly 69% in late 2025, per The Information.
Why it matters: Kaplan said the reporting is directionally consistent with Cognition's internal data, suggesting a strategic shift for AI companies competing for developers and enterprise contracts.
What changed
Cognition cofounder Russell Kaplan said many software engineering tasks are now "intelligence saturated," meaning once any model can do a task well, cost and speed are all that matter.
Why it matters
Kaplan said the reporting is directionally consistent with Cognition's internal data, suggesting a strategic shift for AI companies competing for developers and enterprise contracts.