The main objective of Talking Knowledge Graphs project is to improve goal-oriented dialog systems such as Intelligent Personal Assistants (e.g., Amazon Alexa, Google Assistant, Siri) with the help of Knowledge Graphs. There are already industrial-grade frameworks for managing the conversational aspects of such systems, however goal oriented aspects are still has to be dealt with manually, which creates a major bottleneck on the development of such systems. The project aims to enable semi-automated creation of service and data driven dialogs and bring this technology to production-ready systems.