Curated playlist · 04

AI to grow. AI to cut. Who captures the difference?

Capability can expand while paid work contracts. These conversations refuse the easy choice between optimism and panic.

The question beneath the question

When AI returns time or expands output, who gets the benefit—and who absorbs the pressure?

Growth and displacement can occur at the same time, at different levels. The outcome depends on workflow redesign, bargaining power, reinvestment, and which human capabilities the institution protects.

Carry it forward

Do not celebrate saved time until someone can say where it went.

Continue with the related deep dives, evidence notes, or full conversations.

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