Abstract: A computer-implemented process is programmed to process a source input, determine text enhancements, and present the text enhancements to apply to the sentences dictated from the source input. A text processor may use machine-learning models to process an audio input to generate sentences in a presentable format. An audio input can be processed by an automatic speech recognition model to generate electronic text. The electronic text may be used to generate sentence structures using a normalization model. A comprehension model may be used to identify instructions associated with the sentence structures and generate sentences based on the instructions and the sentence structures. An enhancement model may be used to identify enhancements to apply to the sentences. The enhancements may be presented alongside sentences generated by the comprehension model to provide the user an option to select either the enhancements or the sentences.

Abstract: A computer-implemented process is programmed to process a source input, determine text enhancements, and present the text enhancements to apply to the sentences dictated from the source input. A text processor may use machine-learning models to process an audio input to generate sentences in a presentable format. An audio input can be processed by an automatic speech recognition model to generate electronic text. The electronic text may be used to generate sentence structures using a normalization model. A comprehension model may be used to identify instructions associated with the sentence structures and generate sentences based on the instructions and the sentence structures. An enhancement model may be used to identify enhancements to apply to the sentences. The enhancements may be presented alongside sentences generated by the comprehension model to provide the user an option to select either the enhancements or the sentences.

Abstract: A heated roof panel includes a heated insert, a bottom panel, and a top panel. The heated insert is configured to receive a heating element. The bottom panel is configured to couple to an outer margin of a roof. The top panel is configured to cover a region of a roof, cover the heated insert, and cover substantially all of the bottom panel. The top panel includes a thermally conductive material. The top panel includes an upper locking portion on an upper edge of the top panel and a lower locking portion on a lower edge of the top panel.

Abstract: A heated roof panel system which may be configured to control snow or ice build-up on a roof. The system may include heated elements and cladding elements configured to surround the heated elements. Further, the system may incorporate a snap-fit design configured to cover any points where portions of the system are pierced by fasteners.

Abstract: A heated roof panel system which may be configured to control snow or ice build-up on a roof. The system may include heated elements and cladding elements configured to surround the heated elements. Further, the system may incorporate a snap-fit design configured to cover any points where portions of the system are pierced by fasteners.