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Technical debt is a tool, not a failure. So is skill debt: the skills you let rot on purpose. The real risk is borrowing competence with no apprenticeship left to repay it.

Many industries quietly depend on the fact that consumers won't do the math. AI is about to do it for them.

Differentiate data products from decision science, tie work to KPIs, and decide when to build in-house.

Design processes where software handles the norm and humans intervene only on exceptions.

How aligning incentives to goals increases execution speed and transparency.