Abstract: Disclosed are methods and systems for generating structured data from unstructured data using metadata received from a large language model (LLM). An exemplary method includes: receiving computing prompts from a source; receiving a first vector embedding for a first computing prompt from an LLM; receiving a second vector embedding for a second computing prompt from the LLM; generating a computing prompt group comprising the first computing prompt and the second computing prompt; determining at least one first file from a vector database that corresponds with the first computing prompt; determining at least one second file from the vector database that corresponds with the second computing prompt; receiving processed data from the LLM based on the computing prompt group, the at least one first file, and the at least one second file; and generating structured data comprising the processed data and computing indicators.

Abstract: An airflow control valve for a clean room having a duct section with a damper positioned within the duct. The damper being capable of an adjustment from an open position to a closed position. The opening and closing of the duct is accomplished through a magnetic coupling such that the duct can remain sealed during operation. The airflow control valve includes a sensor for measuring the airflow rate, so that the duct can be adjusted to maintain one or more predetermined flow rate set-points.

Abstract: A device for measuring and automatically controlling the volumetric rate of air through an air handling system used in connection with clean rooms. A desired volumetric air rate is maintained by measuring air pressure differentials between different locations in the system. The volumetric air rate is adjusted by using a variable frequency drive to adjust the speed of the fan in response to a measured pressure differential.

Abstract: The present invention is a humidifier that provides uniformly controlled generation of water vapor into an air stream. Steel wool is placed into a heating section of a humidifier water reservoir, where vapor is produced, to create an even distribution of vapor exiting the humidifier. A perforated plate is horizontally inserted into the heating section above the steel wool, thereby holding it in place and aiding in the even distribution of vapor from the humidifier.