Abstract: A system may include a plurality of sensors configured to measure fermentation parameters. The system may include a control system operatively coupled to the fermentation chamber and the plurality of sensors, the control system comprising: at least one processor; memory storing instructions that, when executed by the at least one processor, cause the control system to: receive sensor data from the plurality of sensors; process the sensor data using a set of AI-based learning models to determine a set of improved fermentation parameters; generate control signals based on the determined set of improved fermentation parameters; and adjust operating conditions of the fermentation chamber based on the control signals.

Abstract: Platforms, systems, and methods for rapid fermenter sampling. According to one aspect, there is provided A rapid sampling system for obtaining samples from a fermentation system, comprising: a sample inlet fluidly connected to the fermentation system; a pump fluidly connected to the sample inlet and configured to draw a sample from the fermentation system; a first valve fluidly connected to an outlet of the pump; a second valve fluidly connected to a liquid nitrogen chamber; a multi-well filter plate, wherein an individual well of the multi-well filter plate is configured to collect and filter the sample; a motorized base operatively connected to the multi-well filter plate configured to adjust a position of the multi-well filter plate; and a control unit including one or more processors and one or more memories operatively connected to the pump, the first valve, the second valve, and the motorized base.

Abstract: Platforms, systems, and methods for pathway optimization for process bottlenecks in synthetic biology development. According to one aspect, there is provided a method of optimizing a biologic synthesis process, comprising: identifying at least one bottleneck in the biologic synthesis process; evaluating a set of variants of the biologic synthesis process; and selecting an adjusted biologic synthesis process, wherein the adjusted biologic synthesis process includes at least one variant of the set of variants that reduces the at least one bottleneck of the biologic synthesis process.