Is it a 9651 or a 9651PD? I've had trouble with the early versions of the PD "going slow". The full power down, suggested by Europlex, clears it for a while but it can come back. The only solution that we found was to replace it.
From the photo, it looks like your keypad is not communicating with the panel. Check the bus...
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