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Debugging is not luck, it is process: define, decompose, verify, reuse, ship small, treat failure as a first-class citizen — and automate last. The sequence transplants straight into the ledger of daily life.

Six years behind the glass deserves dissection, not pity: time gone pathological, labour that evaporates, the smile billed as a separate line item — every symptom of the service economy, concentrated in one teller window.

The rapid advancement of AI has a highly differentiated impact on different economies. For economies that rely on large-scale labour, this impact first manifests as economic urgency.