The document discusses research into designing companion agents or "bots" to support learners, finding that learners preferred bots with some personality and behavioral realism but not overly anthropomorphic features that caused an uncanny response, and they valued functionality over additional features; through workshops, learners provided feedback that informed the design and functionality of optimal bots.