The aim of this article is to rethink the relation between education and progress, claiming that discourses of progress tend to project specific visions of the future and thereby instrumentalize education to achieve these visions while foreclosing other possible futures. The first part of the paper argues that the historical pact between education and progress has been recently recast in terms of learning. Learning receives at the same time an economic and a political interpretation in this context, turning issues such (...) as unemployment or social justice into learning problems. What both interpretations seem to share, however, is that learning is conceived of as a pathway to futures already known. Drawing on the philosophy of Isabelle Stengers, in whose work the concept of learning acquires a vital position, the article reframes learning in terms of a situated encounter made possible within an artificial environment, whereby the future is not being projected, but becomes thoroughly problematic—a matter of collective concern. Recent calls to ‘learn to live with’ Covid-19, but also the effects of climate change, form the point of departure for reworking the concept of learning from the inside out. (shrink)