Abstract: The present technology can integrate a generative response engine capable of dynamically determining and displaying generated content in appropriate user interface formats. In response to user prompts, the generative response engine can display content in a content frame separate from the traditional conversational interface. The system intelligently assesses the nature of the content and determines the most suitable display mode, enhancing user interaction and collaboration. This interface facilitates both content creation and user collaboration by enabling seamless transitions between conversational responses and rich media content, such as drawings, games, or documents. The system thus optimizes content interaction based on its type and user needs, supporting diverse use cases across media formats.

Abstract: The present technology can integrate a generative response engine capable of dynamically determining and displaying generated content in appropriate user interface formats. In response to user prompts, the generative response engine can display content in a content frame separate from the traditional conversational interface. The system intelligently assesses the nature of the content and determines the most suitable display mode, enhancing user interaction and collaboration. This interface facilitates both content creation and user collaboration by enabling seamless transitions between conversational responses and rich media content, such as drawings, games, or documents. The system thus optimizes content interaction based on its type and user needs, supporting diverse use cases across media formats.

Abstract: Mounting systems for telecommunications components include a shielding device that shields the components from the effects of passive intermodulation (PIM). The shielding devices can include a shielding panel or element made of a carbon fiber material that absorbs radio frequency interference, allowing the shielded component to clearly transmit and receive signals without interference due to PIM. The telecommunications tower can incorporate a composite material, such as a carbon fiber material or other non-corrosive material. The composite material can be incorporated into the frame and/or into mounting device providing for the mounting of components to the telecommunications tower, to mitigate the degradation, for example, in the form of corrosion, thus reducing or substantially eliminating sources of PIM.

Abstract: Disclosed are systems, apparatuses, processes, and computer-readable media for a stateful generative pretrained transformer (GPT) in a generative response engine. The present technology includes receiving, by a generative response engine, a first user prompt from a client device, wherein the generative response engine is associated with a first state; determining, by the generative response engine using a first system prompt associated with the first state, the first user prompt corresponds to a second state different from than the first state; generating a second system prompt associated with the second state, wherein a tool of the generative response engine retrieves information associated with the second state to combine into the second system prompt; obtaining, by the generative response engine, a first response based on the first user prompt and the second system prompt associated with the second state; and providing the first response to the client device.

Abstract: The present invention extends to methods, systems, and computer program products for formulating lane level routing plans. In general, aspects of the invention are used in motorized vehicles to guide a driver to a terminal vehicle configuration according to a lane level routing plan that balances travel time with routing plan robustness. A lane level routing plan can be based on terminal guidance conditions (e.g., exiting a highway in the correct off ramp lane), statistical patterns of lanes themselves, current vehicle state, and state of the local environment near the vehicle. Lane level routing plans can be communicated to the driver with audio, visual, and/or haptic cues. Lane level routing plans can be revised online and in (essentially) real-time in response to changing conditions in the local environment (e.g., a trailing vehicle in a neighboring lane has decided to increase speed).

Abstract: Methods, devices and apparatuses pertaining to identifying the candidate road segments for autonomous operations are described. A method may involve obtaining data of a first plurality of road segments that are permitted for one or more autonomous operations. The method may further include generating a road segment template based on the data of the first plurality of road segments, and reconstructing a second plurality of road segments based on the road segment template to obtain a plurality of reconstructed road segments.

Abstract: Methods, devices and apparatuses pertaining to aberrant driver classification and reporting are described. A method may involve receiving a message from a user of a first vehicle, the message indicating an instance of aberrant driving of a second vehicle. The method may also involve determining that the instance has occurred using one or more classifiers. The method may further involve collecting information of the second vehicle and generating a warning message based on the information.

Abstract: Methods, devices and apparatuses pertaining to aberrant driver classification and reporting are described. A method may involve receiving a message from a user of a first vehicle, the message indicating an instance of aberrant driving of a second vehicle. The method may also involve determining that the instance has occurred using one or more classifiers. The method may further involve collecting information of the second vehicle and generating a warning message based on the information.

Abstract: The present disclosure provides a process for a passenger to receive remuneration for baggage or luggage that is lost by an airline notwithstanding the contents of the baggage. The process charges a predetermined amount of coverage on a leg of an airline flight for the baggage notwithstanding the contents of the baggage, obtains information via any type of electronic medium from the airline and creates a physical receipt so that the amount of coverage can be obtained by the person covered after a certain period of time easily and without any further proof. The method includes waiting for a first fixed period of time for the airline to declare that the baggage is lost, and waiting for a second, fixed period of time that is longer in duration than the first, fixed period of time, to file a claim for the declared lost baggage.

Abstract: The present invention extends to methods, systems, and computer program products for formulating lane level routing plans. In general, aspects of the invention are used in motorized vehicles to guide a driver to a terminal vehicle configuration according to a lane level routing plan that balances travel time with routing plan robustness. A lane level routing plan can be based on terminal guidance conditions (e.g., exiting a highway in the correct off ramp lane), statistical patterns of lanes themselves, current vehicle state, and state of the local environment near the vehicle. Lane level routing plans can be communicated to the driver with audio, visual, and/or haptic cues. Lane level routing plans can be revised online and in (essentially) real-time in response to changing conditions in the local environment (e.g., a trailing vehicle in a neighboring lane has decided to increase speed).

Abstract: Methods, devices and apparatuses pertaining to aberrant driver classification and reporting are described. A method may involve receiving a message from a user of a first vehicle, the message indicating an instance of aberrant driving of a second vehicle. The method may also involve determining that the instance has occurred using one or more classifiers. The method may further involve collecting information of the second vehicle and generating a warning message based on the information.

Abstract: An edible structure may comprise a gelatin film and fiber strips. The gelatin film may have a higher density of gelatin in a first layer of the film than in a second layer of the film. The fiber strips may be attached to the first layer, and may have an initial orientation, thickness and density. The structure may be configured to undergo a shape transformation when the apparatus hydrates. During the transformation, the film may transform from a flat film into a curved, 3D film. Which specific shape results from the transformation may depend, at least in part, on the initial orientation, thickness and density of the fiber strips. The film may include flavorings or other additives. In some cases, the transformation may change a texture of the structure. In some cases, the transformation may be caused, at least in part, by a change in temperature.

Abstract: The present invention extends to methods, systems, and computer program products for formulating lane level routing plans. In general, aspects of the invention are used in motorized vehicles to guide a driver to a terminal vehicle configuration according to a lane level routing plan that balances travel time with routing plan robustness. A lane level routing plan can be based on terminal guidance conditions (e.g., exiting a highway in the correct off ramp lane), statistical patterns of lanes themselves, current vehicle state, and state of the local environment near the vehicle. Lane level routing plans can be communicated to the driver with audio, visual, and/or haptic cues. Lane level routing plans can be revised online and in (essentially) real-time in response to changing conditions in the local environment (e.g., a trailing vehicle in a neighboring lane has decided to increase speed).

Abstract: Methods, devices and apparatuses pertaining to aberrant driver classification and reporting are described. A method may involve receiving a message from a user of a first vehicle, the message indicating an instance of aberrant driving of a second vehicle. The method may also involve determining that the instance has occurred using one or more classifiers. The method may further involve collecting information of the second vehicle and generating a warning message based on the information.

Abstract: Methods, devices and apparatuses pertaining to aberrant driver classification and reporting are described. A method may involve receiving a message from a user of a first vehicle, the message indicating an instance of aberrant driving of a second vehicle. The method may also involve determining that the instance has occurred using one or more classifiers. The method may further involve collecting information of the second vehicle and generating a warning message based on the information.

Abstract: Methods, devices and apparatuses pertaining to aberrant driver classification and reporting are described. A method may involve receiving a message from a user of a first vehicle, the message indicating an instance of aberrant driving of a second vehicle. The method may also involve determining that the instance has occurred using one or more classifiers. The method may further involve collecting information of the second vehicle and generating a warning message based on the information.

Abstract: Methods, devices and apparatuses pertaining to aberrant driver classification and reporting are described. A method may involve receiving a message from a user of a first vehicle, the message indicating an instance of aberrant driving of a second vehicle. The method may also involve determining that the instance has occurred using one or more classifiers. The method may further involve collecting information of the second vehicle and generating a warning message based on the information.

Abstract: Systems, methods, and devices for sensor fusion are disclosed herein. A system for sensor fusion includes one or more sensors, a model component, and an inference component. The model component is configured to calculate values in a joint-probabilistic graphical model based on the sensor data. The graphical model includes nodes corresponding to random variables and edges indicating correlations between the nodes. The inference component is configured to detect and track obstacles near a vehicle based on the sensor data and the model using a weighted-integrals-and-sums-by-hashing (WISH) algorithm.

Abstract: Methods, devices, and systems pertaining to in-vehicle tutorials are described. A method may involve receiving a request for an in-vehicle tutorial of an operational feature of a vehicle from a user and simulating expected driving behavior corresponding to the operational feature in the vehicle. The method may further include monitoring operational behavior of the user, comparing the operational behavior with the expected driving behavior, and providing a feedback to the user based on the comparison.

Abstract: Methods, devices and apparatuses pertaining to identifying the candidate road segments for autonomous operations are described. A method may involve obtaining data of a first plurality of road segments that are permitted for one or more autonomous operations. The method may further include generating a road segment template based on the data of the first plurality of road segments, and reconstructing a second plurality of road segments based on the road segment template to obtain a plurality of reconstructed road segments.