Conversational systems interact with people through language to assist, enable, or entertain. Microsoft AI empower you to enable end users for dialogs that use language exclusively, or in conjunctions with additional modalities like gesture; where language is spoken or in text; and in a variety of settings, such as conversational systems in apps or devices, and situated interactions in the real world. This talk discusses design on query understanding, response or answer generation based on context or knowledge.