Question: Why mixed initiative multi-turn dialogs are the greatest challenge in building open-domain conversational agents?
Answer: do not follow a particular plan or pursue a particular fixed information need,  integrating content found via search with content from structured data, at each system turn, there are a large number of conversational moves that are possible, most other domains do not have such high quality structured data available, live search may not be able to achieve the required speed and efficiency