Leaky and rotten siding

I am have vertical wood siding on my house (which is on a hill).
I have a room with damp damage immediately below my kitchen. Externally It’s block paving to wooden vertical siding. Siding looks rotten.

thoughts on a repair. Do I need to replace the siding Repair the wood and just re-cork with an exterior strength filler?

I!d welcome input