Abstract: Technology is disclosed for selecting at least one icebreaker people highlight, with respect to a person of interest in a target group, to be shown on one or more user devices. The target group is determined, along with a set of feature values in common among the target group. Similarly, a reference group related to the target group is determined, along with a set of feature values for the reference group. For each feature value in the set of common target group feature values, a frequency of the feature value with respect to the determined reference group is determined. Based on the determined frequency, at least one icebreaker people highlight from the determined set of feature values in common among the target group is caused to be presented on the user device.

Abstract: Control and access of digital files for three dimensional (3D) model printing are supported by an authorized 3D model marketplace. At a system providing the 3D model marketplace, a 3D model file catalog can be searched using a search input that may be at least one image to identify possible results. At least two options for a specific result of the possible results can be available. The at least two options can include an original quality 3D model file and a degrade option 3D model file. The degrade option 3D model file may represent a lower quality or altered version of the original quality 3D model file and can be generated from the original quality 3D model file upon selection of the degrade mode option.

Abstract: A conversation assistance resource system is provided to connected a user to a resource based on a predicted user need. The conversation assistance resource system monitors user signals relative to a user profile associated with the user. The user profile is based on previously received user signals and includes user preferences, interests, etc. A user need is predicted based on a received user signal. A resource is identified based on the predicted user need and the user profile relative to the resource profile. A communication channel is established between the user and the resource responsive to confirmation by the parties such that the user may query the resource to resolve the predicted user need.

Abstract: A conversation assistance resource system is provided to connected a user to a resource based on a predicted user need. The conversation assistance resource system monitors user signals relative to a user profile associated with the user. The user profile is based on previously received user signals and includes user preferences, interests, etc. A user need is predicted based on a received user signal. A resource is identified based on the predicted user need and the user profile relative to the resource profile. A communication channel is established between the user and the resource responsive to confirmation by the parties such that the user may query the resource to resolve the predicted user need.

Abstract: Technologies are provided for determining effectiveness of online meetings and providing actionable recommendations and insights based, in part, on a determined effectiveness of the online meetings. According to one embodiment, a measurement of the effectiveness, with respect to meeting participants of proposed, future meetings is predicted, and based on this, aspects of the proposed future meetings are optimized to maximize their effectiveness. Another embodiment relates to optimizing current online meetings as they occur. The ongoing meetings are monitored and data associated with the meetings is analyzed to provide recommendations and insights to meeting presenters and participants in real-time, or near real-time.

Abstract: Control and access of digital files for three dimensional (3D) model printing are supported by an authorized 3D model marketplace. At a system providing the 3D model marketplace, a 3D model file catalog can be searched using a search input that may be at least one image to identify possible results. At least two options for a specific result of the possible results can be available. The at least two options can include an original quality 3D model file and a degrade option 3D model file. The degrade option 3D model file may represent a lower quality or altered version of the original quality 3D model file and can be generated from the original quality 3D model file upon selection of the degrade mode option.