Abstract: Performing automated actions for fraud reduction is described. In response to detecting that a first user account associated with a first user type is attempting to make a payment to a second user account associated with a second user type, it is determined whether a set of conditions is satisfied, the set of conditions comprising: (i) a first condition that respective locations associated with the first and second user accounts are within a threshold distance, and (ii) a second condition that a number of mutual connections of the first and second user accounts satisfies a threshold number. In response to determining that the set of conditions is not satisfied, the payment automatically fails. An instruction is sent to a user device associated with the first user account to cause a payment application to present a user interface element notifying a user of the user device that the payment failed.

Abstract: Determining user types from behavior is described. An artificial intelligence (AI) model is trained to classify user accounts of a payment service into different user types using contextual data associated with processed payments between the user accounts. The AI model is used to analyze additional contextual data associated with additional payments between additional user accounts to classify the additional user accounts, and, if a particular user account of the additional user accounts is associated with a user type of the different user types that requires an action to be performed, an instruction is sent to a user device associated with the particular user account to cause a payment application to present a user interface element prompting a user to perform the action, and, based on whether the action was performed, account data indicating whether the particular user account is an authorized account is stored in a datastore.

Abstract: A cab for a machine. The machine has a longitudinal axis extending between a front, and a back opposite to the front. The cab includes a roof and a floor extending generally about the longitudinal axis. A vertical seat index axis extends through intermediate portions of the roof and the floor and is associated with a position of the operator disposed to face the front. The vertical seat index axis intersects perpendicular to the longitudinal axis at an intersection. A plurality of support members are disposed between the roof and the floor, including a rear support member disposed at a rear end of the cab. At least an upper portion of the rear support member is positioned at an angle relative to the intersection at an angle along the longitudinal axis and defines a rear view opening to facilitate rear end visibility of the machine.

Abstract: A cab for a machine. The machine has a longitudinal axis extending between a front, and a back opposite to the front. The cab includes a roof and a floor extending generally about the longitudinal axis. A vertical seat index axis extends through intermediate portions of the roof and the floor and is associated with a position of the operator disposed to face the front. The vertical seat index axis intersects perpendicular to the longitudinal axis at an intersection. A plurality of support members are disposed between the roof and the floor, including a rear support member disposed at a rear end of the cab. At least an upper portion of the rear support member is positioned at an angle relative to the intersection at an angle along the longitudinal axis and defines a rear view opening to facilitate rear end visibility of the machine.