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In its 5th decade, the Internet’s future evolution is hampered by the increasing complexity and sophistication of the processes managing its infrastructure. Management costs require a technically skilled human intellect, amounting to a substantial part of total cost of ownership. Self-management is positioned as a key capacity towards a scalable Future Internet architecture. Herein we present key technological enablers for self-manageable Future Internet systems, namely monitoring, decision-making and machine learning. We survey the state-of-the-art in network management aspects of these thematic areas and present a use case where their synergetic capacities render solutions to a known transport problem in wireless settings. Finally, we conclude the paper with a discussion of important issues for these technological enablers in the context of Future Internet.