Abstract: A method includes obtaining a help file including steps for a task and generating a knowledge graph including instructions corresponding to the steps. The method further includes extracting, from a user input of a user, an intent to complete the task. Responsive to extracting the intent to complete the task, obtaining the knowledge graph is obtained. Using the knowledge graph, an instruction of the knowledge graph is presented to perform an action in a workflow to complete the task.

Abstract: Provided herein are various examples of aspects of a biosensor and methods for manufacturing and using aspects of a biosensor. The method of manufacturing may include forming a germanium layer above a surface of an image sensor and forming a dielectric stack above a surface of the germanium layer. The biosensor can be utilized by placing nucleic acid(s) in reaction sites of the biosensor, exposing the reaction sites to light from a light source (e.g., excitation light), receiving emitted light from the reaction sites via the germanium layer, and identifying, based on the emitted light, a composition of the one or more nucleic acids.

Abstract: A method includes obtaining a help file including steps for a task and generating a knowledge graph including instructions corresponding to the steps. The method further includes extracting, from a user input of a user, an intent to complete the task. Responsive to extracting the intent to complete the task, obtaining the knowledge graph is obtained. Using the knowledge graph, an instruction of the knowledge graph is presented to perform an action in a workflow to complete the task.

Abstract: A method that includes obtaining, for a task, a help file including steps, and generating, from the help file, a knowledge graph for the task, the knowledge graph includes nodes connected by directed edges. Generating the knowledge graph includes, for a step of the set of steps obtaining, from the step, a first step attribute value defining an action type of an action specified by the step, generating a natural language instruction based on the action type and a second step attribute value, in the step, corresponding to a parameter of the action, and storing the natural language instruction in a node. The method further includes storing the knowledge graph.

Abstract: Certain aspects of the present disclosure provide techniques for generating a user experience for a software program product based on a knowledge engine. Techniques for generating the user experience include a UI builder tool providing a set of tabular UI views and receiving in each tabular UI view corresponding input data for generating a calculation graph, a completeness graph, a client UI view, and a constants table. Based on the input data, the UI builder tool and knowledge engine can generate a set of artifact files. The knowledge engine can generate and/or execute the calculation graph(s), completeness graph(s), and constants table(s) as defined in the corresponding artifact files. The UI builder tool can generate an instance of the client UI view. With the generated calculation graph(s), completeness graph(s), constants table(s), and an instance of the client UI view, the user experience can be provided to a computing device.

Abstract: Certain aspects of the present disclosure provide techniques for generating a user experience for a software program product based on a knowledge engine. Techniques for generating the user experience include a UI builder tool providing a set of tabular UI views and receiving in each tabular UI view corresponding input data for generating a calculation graph, a completeness graph, a client UI view, and a constants table. Based on the input data, the UI builder tool and knowledge engine can generate a set of artifact files. The knowledge engine can generate and/or execute the calculation graph(s), completeness graph(s), and constants table(s) as defined in the corresponding artifact files. The UI builder tool can generate an instance of the client UI view. With the generated calculation graph(s), completeness graph(s), constants table(s), and an instance of the client UI view, the user experience can be provided to a computing device.