Interesting how both accurately automatically recording blitz chess and cheating at over-the-board blitz chess boil down to the same problem: quickly accurately determining the state of the board in the presence of "noise", possibly misplaced pieces.
Computer vision is probably the way. Build a robot which can play 2 seconds per move or faster.
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