Part 14/15:

He advocates building systems incrementally, understanding each "first-order" component, and developing curriculums that progressively increase complexity. Explaining ideas simply and interactively, taking a cue from physics education, is key.

Final Reflections

Karpathy’s outlook is both optimistic and cautious. He acknowledges the tremendous progress so far—highlighting how models like GPT-4 and Claude have revolutionized tasks like coding and language understanding—and believes that the road ahead is about smarter, more efficient architectures rather than mere scaling.