Soak cashews overnight to soften or take a shortcut and boil for 8 minutes then drain well.
Add all ingredients to a blender and blend until smooth. Add pickled jalapeño juice to thin sauce, if needed.
Adjust seasoning to taste. For a little extra kick, throw in another jalapeño.