Running great one day and next it stalls every time I hit the gas too hard

My cuda acted the same as the condition he's experiencing. Pulled the filter, cut it in half and it was full of sediment. Quick simple check.
I'll check that but the whole fuel system is new from that tank to the engine. Changing a fuel filter is easy though.