Demis Hassabis declared at the close of Google I/O 2026 (timestamp 1:50:17) that humanity is "standing in the foothills

Demis Hassabis, Yann LeCun and Oriol Vinyals offered sharply different assessments this week about how far AI has progressed and what comes next.

Demis Hassabis declared at the close of Google I/O 2026 (timestamp 1:50:17) that humanity is "standing in the foothills of the singularity," predicting artificial general intelligence could arrive within five years and calling it "10 times the industrial revolution at 10 times the speed." That stark prognosis frames rapid, transformative change as imminent and raises questions about urgency for preparedness and investment.

Yann LeCun countered on LinkedIn by quoting a Piaget paraphrase—"Intelligence is not what you know, it's what you do when you don't know"—to argue that large language models are not genuinely intelligent. LeCun, working at AMI Labs, is promoting research beyond Transformer LLMs toward architectures that can solve novel problems without extensive prior training, shifting emphasis from scale to new learning paradigms. Oriol Vinyals, co-lead of the Gemini program, offered a middle view: today's models have strengthened capabilities in code and math but still lack the kind of from-experience and breakthrough learning that produces open-ended abilities.

gains continue but key ingredients for true, flexible learning remain unresolved.