Properly sized caps near the PIC across VDD/VSS will help do a final clean up of the power. The power supply may have nice clean power but a lot can happen along the way to the PIC.

Larger caps most anyplace in the circuit will help with short "brown outs" a short term battery of sorts.

That is all the technical I feel like today . But it should give you the idea.