Cook the pasta in a large saucepan of boiling water according to the packet directions, until firm-tender. Drain.
Meanwhile, put the garlic, basil, stock and almonds in a food processor and purée. Transfer to a large bowl and stir in the Parmesan. Add the hot pasta to the bowl, tossing to combine.