The Department for Education writes that if the UK leaves the EU without a deal, funding is available from the government to underwrite all successful bids for UK applicants submitted to the Erasmus+ programme and European Solidarity Corps while the UK is still in the EU, where planned projects can continue. The updated guidance is here.
