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Did the game agent see too little or optimize the wrong thing?

A limited input can hide distinctions needed for a decision. A misleading objective can reward a bad move even when the state is visible.

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the representation is ambiguous and of course when it gets it wrong
30 Weird Chess Algorithms: Elo World · ▶ 31:51–32:17
playing Tetris well requires some thinking ahead, and this algorithm does not think very far ahead.
Computer program that learns to play classic NES games · ▶ 15:23–15:34