Discussion
What goes wrong if a cleaning agent is rewarded for dirt collected?
Answer: D
Rewarding the quantity collected rewards a cycle of dumping and recollecting, whereas rewarding a clean floor over time rewards the outcome actually wanted. It is the classic illustration of specifying the measure in terms of what is desired rather than what is easy to count. The other options describe behaviours that this measure does not encourage. An objective that admits a degenerate solution will find it, reliably, whenever the optimiser is any good.
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