Hofstadter's law

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Tasks always take longer than expected, even when this law is considered.

Category: Murphy's Commerce Laws

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In context

Business and commerce run on estimates, deadlines, and competition. The laws here reflect how projects stretch, customers behave unpredictably, and the best-laid plans still go wrong.

Editorial note

Planning estimates remain vulnerable to hidden work even when teams try to compensate for their usual optimism.

Practical example: A migration estimate includes validation and rollback time, then still reserves contingency for unknown data problems.

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