In tomorrow’s AI economy, what’s the role of humans?

▤ Summary

This article explores how agentic AI is changing the balance between automation and human oversight. It argues that the cost of generating outputs is falling faster than the cost of verifying them, creating a measurability gap and new systemic risks. The piece says companies will need to treat verification as a core capability and invest in observability, ground truth, and human underwriting. It also suggests software business models may shift from SaaS toward liability-as-a-service as firms sell verified outcomes instead of raw execution.

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