Abstract: Methods and systems are disclosed for iteratively training a user and a ML model to produce accurate inner speech outputs. The methods and systems access a ML model and perform a first training iteration in which EMG data corresponding to inner speech is processed by the machine learning model to decode the EMG data into a set of predicted phonemes, phoneme sounds, words or phrases. The methods and systems present the set of predicted phonemes, phoneme sounds, words or phrases to the user and form a first set of training data comprising the set of predicted phonemes, phoneme sounds, words or phrases, the EMG data, and the set of specified phonemes, phoneme sounds, words or phrases as ground truth information. The methods and systems update parameters of the ML model based on the first set of training data prior to starting a second training iteration.

Abstract: Embodiments of the present invention provide improved water fill capabilities, improved coffee baskets, and improved steam diverting and management features for coffee makers used on board passenger transport vehicles.

Abstract: Embodiments of the present invention provide improved water fill capabilities, improved coffee baskets, and improved steam diverting and management features for coffee makers used on board passenger transport vehicles.

Abstract: Embodiments of the present invention provide improved heating methods for use in coffee makers and other beverage makers that use hot water for various beverages and other purposes. These improvements find particular use on-board aircraft or other passenger transport vehicles, where quick heating and reduced power consumption are particularly desirable and beneficial. Further embodiments also relate to improved water level sensing, improved water reservoirs, and improved carafe features.

Abstract: Embodiments of the present invention provide improved water fill capabilities, improved coffee baskets, and improved steam diverting and management features for coffee makers used on board passenger transport vehicles.

Abstract: Embodiments of the present invention provide improved water fill capabilities, improved coffee baskets, and improved steam diverting and management features for coffee makers used on board passenger transport vehicles.

Abstract: Embodiments of the present invention provide improved heating methods for use in coffee makers and other beverage makers that use hot water for various beverages and other purposes. These improvements find particular use on-board aircraft or other passenger transport vehicles, where quick heating and reduced power consumption are particularly desirable and beneficial. Further embodiments also relate to improved water level sensing, improved water reservoirs, and improved carafe features.

Abstract: Systems and methods for providing the dynamic configuration of software agents for transfer operations are described. The apparatus may include a transaction processor to receive and execute transfer requests, an object execution engine to retrieve one or more software objects and a data store to store the one or more software objects. The method may include receiving a transfer transaction request, retrieving a software object, executing the software object, performing a transfer and terminating the software object.

Abstract: Systems and methods for providing the dynamic configuration of software agents for transfer operations are described. The apparatus may include a transaction processor to receive and execute transfer requests, an object execution engine to retrieve one or more software objects and a data store to store the one or more software objects. The method may include receiving a transfer transaction request, retrieving a software object, executing the software object, performing a transfer and terminating the software object.

Abstract: Embodiments of the present invention provide improved temperature gauges and adjustability for coffee makers used on board aircraft or used in other instances of varying altitudes.

Abstract: Embodiments of the present invention provide improved water fill capabilities, improved coffee baskets, and improved steam diverting and management features for coffee makers used on board passenger transport vehicles.