Abstract: Systems and methods for predicting multi-currency goals are disclosed. An example method may include receiving a multi-currency goal, the multi-currency goal including at least a current value of an account in a first currency, a target value, and one or more target currencies, predicting one or more future values of the account using a first machine learning model, predicting an inflation-adjusted future currency exchange rate (IAFCER) for each predicted future value of the account for each of the one or more target currencies using one or more second machine learning models, determining, for each predicted IAFCER, an equivalent target amount in the corresponding target currency, and predicting whether the multi-currency goal will succeed or fail based at least in part on the predicted future values of the account and the equivalent target amounts.

Abstract: A method for unbiased interviewing involves, during an interview of an interviewee: capturing an interviewee utterance, generating a voice-modulated interviewee utterance from the interviewee utterance, transmitting the voice-modulated interviewee utterance to an interviewer processing system, capturing an interviewee image, and transmitting the interviewee image to a backend processing system.

Abstract: API gateways are updated utilizing canary release deployment in which a message broker delivers update messages to the API gateways first using a point-to-point messaging model and then a publish-and-subscribe messaging model. All the API gateways are capable of receiving point-to-point messages and publish-and-subscribe messages. First, a canary API gateway receives an update message from a message queue of the message broker and deploys the associated update on the canary API gateway. If deployment of the update is successful, then non-canary API gateways receive the update message from a message topic of the message broker and deploy the associated update on the non-canary API gateways.

Abstract: A method is provided for providing services gateway configuration data. The method includes receiving, from a services gateway, a request for configuration data. Also, the method includes identifying a first subset of stored configuration data that is responsive to the request. The first subset of the stored configuration data is identified using a content of the request and a state of the first subset of the stored configuration data. Additionally, the method includes sending, to the services gateway, the first subset of the stored configuration data.

Abstract: A method is provided for providing services gateway configuration data. The method includes receiving, from a services gateway, a request for configuration data. Also, the method includes identifying a first subset of stored configuration data that is responsive to the request. The first subset of the stored configuration data is identified using a content of the request and a state of the first subset of the stored configuration data. Additionally, the method includes sending, to the services gateway, the first subset of the stored configuration data.