25. The method of claim 1 wherein publishing content items in the activity stream is further based on machine learning.
25. The method of claim 1 wherein publishing content items in the activity stream is further based on machine learning. 26. The method of claim 25 wherein the machine learning includes processes for stopping publishing of a content item if less than a threshold number of users interact with the content item.