What’s the real scarcity in the AI era?
@karpathy talked about the arrival of “Software 3.0,” at
@sequoia AI Ascent 2026.
This is a world where we no longer write every line of code ourselves, but increasingly describe what we want and let AI agents help us build.
He also said something that kept me thinking - “You can outsource your thinking to AI, but you cannot outsource your understanding.”
Spot on. Because capability is not the same as understanding. AI can generate, calculate, summarize, write, code, design, and reason at a speed that already feels superhuman.
As “machines of loving grace” become more intelligent, more capable, and more embedded in our lives, the question becomes more existential:
What is left for humans? What is the part of us that cannot be automated away?
Maybe the answer is not one thing - it is the whole human layer behind the prompt.
The taste to know what is beautiful. The judgment to know what is right. The empathy to know what another person actually needs. The lived experience to understand why something matters.
The trust that has to be earned between people, communities, and systems. And perhaps most importantly, the ability to give direction.
AI can help us produce almost anything. But humans still have to decide what is worth producing.
That is the real “human spec.” Not just intelligence, but understanding. Not just output, but meaning. Not just optimization, but care.
The AI era may not make humans less important.
It may force us to become more deeply human - that would be ideal.
What are your thoughts? 😉
#AIAscent #Software3 #AI #HumanCenteredAI
#AIAscent #AI #HumanCenteredAI #Software3