Abstract: Methods and system for recommending components to a user. Implementations are directed to receiving, from a user, a user query for a design recommendation, the user query comprising a plurality of terms; determining, from the plurality of terms, a user intent including at least one query-derived design function and not including a named component for the design recommendation; receiving additional contextual information for the design recommendation, wherein the additional contextual information comprises a plurality of action attributes for the at least one query-derived design function; determining, from a database, a plurality of design recommendations, wherein each design recommendation comprises a respective recommended component and a plurality of recommended component actions; selecting, from the plurality of design recommendations, a subset of design recommendations; and providing, to the user, the subset of design recommendations.

Abstract: Implementations for receiving, by the design assistant, an initial set of requirements, each requirement in the initial set of requirements being manually provided by a user, providing, by the design assistant and using a knowledge graph, a first set of questions based on the initial set of requirements and content determined from at least one design document in a set of design documents, filtering, by the design assistant, one or more questions from the first set of questions to provide a second set of questions, providing, by the design assistant, at least a portion of the second set of questions as output to the user to elicit one or more responses from the user, and editing, by the design assistant, the initial set of requirements based on the one or more responses to provide a set of requirements, the set of requirements for the to-be-designed product.

Abstract: This document describes multi-modal platforms that receive multi-modal inputs and generates interactive experiences based on the inputs. In one aspect, a method includes receiving input data comprising one or more images of an area of a sports venue. A person is detected in the one or more images. Apparel information including at least one of a team identifier or player identifier on athletic apparel of the person is identifier in the one or more images. An interactive experience that includes a particular sports-related character is selected based at least on the apparel information. The interactive experience is initiated on an interactive display. The interactive experience includes video of the particular sports-related character delivering a message to the person.

Abstract: Implementations for receiving, by the design assistant, an initial set of requirements, each requirement in the initial set of requirements being manually provided by a user, providing, by the design assistant and using a knowledge graph, a first set of questions based on the initial set of requirements and content determined from at least one design document in a set of design documents, filtering, by the design assistant, one or more questions from the first set of questions to provide a second set of questions, providing, by the design assistant, at least a portion of the second set of questions as output to the user to elicit one or more responses from the user, and editing, by the design assistant, the initial set of requirements based on the one or more responses to provide a set of requirements, the set of requirements for the to-be-designed product.

Abstract: Methods and system for recommending components to a user. Implementations are directed to receiving, from a user, a user query for a design recommendation, the user query comprising a plurality of terms; determining, from the plurality of terms, a user intent including at least one query-derived design function and not including a named component for the design recommendation; receiving additional contextual information for the design recommendation, wherein the additional contextual information comprises a plurality of action attributes for the at least one query-derived design function; determining, from a database, a plurality of design recommendations, wherein each design recommendation comprises a respective recommended component and a plurality of recommended component actions; selecting, from the plurality of design recommendations, a subset of design recommendations; and providing, to the user, the subset of design recommendations.

Abstract: This document describes multi-modal platforms that receive multi-modal inputs and generates interactive experiences based on the inputs. In one aspect, a method includes receiving input data comprising one or more images of an area of a sports venue. A person is detected in the one or more images. Apparel information including at least one of a team identifier or player identifier on athletic apparel of the person is identifier in the one or more images. An interactive experience that includes a particular sports-related character is selected based at least on the apparel information. The interactive experience is initiated on an interactive display. The interactive experience includes video of the particular sports-related character delivering a message to the person.