In the article, we propose to frame organizational learning as inquiry into and resolving tensions arising from the performance of different commitments to work and its organizing. We expand learning as participation with its focus upon identity and membership to the development of work and the experiences and knowledge of its participants. The proposal is inspired by pragmatist philosophy both through its emphasis on learning as ascribing meaning to experience and its sociological version, symbolic interactionism with its emphasis on work and its organizing in social arenas/worlds. We show that a pragmatist learning theory, founded on principles of non-dualistic, non-hierarchy, and a non-linear view on relations, thinking and practice aligns well with the proposed refurbished learning approach via complexity theory in this special issue. Further, we propose that Dewey's pragmatism adds an important feature to a refurbished theory of learning in organizations by emphasizing the tensional and uncertain aspects of situations as contextual wholes that for a pragmatist learning theory constitute the analytical point of departure.