"I've updated my AGI timeline" | Francois Chollet + Dwarkesh Patel

3-Second Blueprint (English)

1. Multi-instance AI systems gain a structural advantage over humans because insights learned by one copy propagate across all instances.
2. Current frontier models still lack continual on-the-job learning—accumulating persistent operational context from real-world failures.
3. True intelligence is defined by data and compute efficiency in acquiring new skills rather than brute-force search over huge token budgets.