An activity stream based interaction model and systems implementing such a model are disclosed. In various embodiments, a text-based tag is recognized in a received communication stream, such as an activity stream. An action indicated by text included in the tag is determined and performed in response to receiving the tag. In some embodiments, a tag to be inserted into the communication stream may be determined automatically by a machine or a process running on a machine, for example a workflow engine.