Abstract: Generating error event descriptions by receiving a set of error messages associated with an error event, generating a tokenization of at least one line of the set of error messages, providing the tokenization to an attention head according to a context of the tokenization, providing an output of the attention head as input to a generative model, generating a description of the error event according to the output, and providing the description to a user.

Abstract: Generating error event descriptions by receiving a set of error messages associated with an error event, generating a tokenization of at least one line of the set of error messages, providing the tokenization to an attention head according to a context of the tokenization, providing an output of the attention head as input to a generative model, generating a description of the error event according to the output, and providing the description to a user.

Abstract: Obfuscating image data by receiving a plurality of video image frame data, detecting an object within a frame, generating a key associated with the object, matching the key to a key/value pair in a key store, generating a revised frame by replacing the object with the value, and providing the revised frame.

Abstract: Embodiments of the present invention provide a computer system, a computer program product, and a method that comprises collecting an input from a user by transmitting instructions to at least one sensor device in a plurality of senor devices; dynamically classifying a volatile chemical by analyzing at least one result within a plurality of results for a chemical identification based on a collected input; determining a status of the user based on an analysis of an environment of the user and a dynamic classification of the volatile chemical; and generating an adaptative model that assesses a determined status, the dynamic classification of the volatile chemical, and the collected input into a user interface within a computing device.

Abstract: The present invention relates to the conjugation of antimicrobial agents to water-soluble polymers to improve their clinical properties in terms of their pharmacokinetics, pharmacodynamics, and reduced immunogenicity. More specifically, the present invention relates to the conjugation of antimicrobial agents such as lysostaphin to poly(alkylene oxides), such as poly(ethylene glycol) (PEG).