This document outlines several challenges related to ideation, geo data, detecting insults, recommendation systems, comment relevance, and Flickr. Some of the challenges discussed include increasing language and place coverage for geo data, identifying insulting comments while allowing on-topic debate, addressing cold start problems and false positives for recommendations, ranking comment relevance to articles, and choosing engaging photos on Flickr streams.