The new uses of affective social robots and conversational agents in fields as diverse as health, education or transport reflect a phase of significant change in human-machine relationships which should be the subject of great attention. How will Man co-learn, co-create and co-adapt with machines? In particular, how will vulnerable people be protected from potential threats (or help or suggestions) from the machine?