Place all the ingredients, except the bread and piquillo peppers, in a food processor.
Process the mixture until it's as finely chopped as possible.
Then, transfer it to a mortar and mash it.
This can be prepared ahead of time.
Spread a thin layer of the olive paste on each bread slice and garnish with the piquillo peppers.