Abstract: A speech processing system configured to convey linked content to a user in a voice user interface (VUI) environment is described. The system may create output audio data that includes an audible indicator (e.g., a beep) that indicates to a user linked content. An audible indicator may be located at the beginning and/or end of linked content in the output audio data. The system may also output non-linked content in a first voice while outputting linked content in a second voice. The system may further overlay audio atop the linked portion of the output audio data, with the overlaid audio indicating the linked content to the user. A user may invoke linked content in output audio by speaking the linked content, or a portion thereof, back to the system. The system may then output the linked, additional content to the user.

Abstract: Disclosed are various embodiments for predicting and classifying events that create a sudden or substantial increase in network traffic activity. To begin, an increase of network activity can be detected. Upon detecting the increase in network activity, it can be determined that the increase in network activity is unexpected in view of one or more predicted activity events. The system can be adjusted to reduce the network activity in response to determining that the increase in network activity is unexpected.

Abstract: Disclosed are various embodiments for separating control of network sites through the use of a proxy server application. A request for network content is received from a computing device. The network content is hosted by an organization on behalf of a customer. The network content is requested from one application on a trusted network that is subject to security supervision by the organization when the network content is determined to correspond to a secured portion of a network site. The network content is instead requested from another application managed by the customer on an untrusted network that is not subject to security supervision by the organization when the network content is determined to correspond to an unsecured portion of the network site. The network content is then sent to the computing device.

Abstract: Disclosed are various embodiments for the mapping of behavior to data. Multiple behavior elements from a code library that are compatible with one or more data elements of a document are determined according to a data contract associated with each one of the behavior elements. Each of the behavior elements is configured to consume one or more data elements and produce a user interface feature. One or more of the behavior elements are selected according to one or more rules. A mapping of the selected behavior elements to the data elements is generated.

Abstract: Disclosed are various embodiments for predicting and classifying events that create a sudden or substantial increase in network traffic activity. To begin, an increase of network activity can be detected. Upon detecting the increase in network activity, it can be determined that the increase in network activity is unexpected in view of one or more predicted activity events. The system can be adjusted to reduce the network activity in response to determining that the increase in network activity is unexpected.

Abstract: Disclosed are various embodiments for predicting and classifying events that create a sudden and substantial increase in network traffic activity. To begin, a sales event may be predicted based on the results following the search for one or more prediction factors that occur during a predefined period of time. Based either on the individual results of each evaluation or a combination of results of the search of two or more of the prediction factors, a sales event may be predicted. Additionally, upon detection of a sudden and substantial increase in network traffic activity, one or more classification factors may be evaluated to determine whether the cause of the increase is due to a sales event or other type of alternative activity event.

Abstract: Techniques for providing a network auditing service may be provided. Information about a configuration of a potentially compromised network of computer resources may be compared to a maintained and standard network configuration that is distinct from the potentially compromised network to determine differences. In one example, the potentially compromised network of computer resources may be periodically scanned for configuration information, which may be compared to the standard network configuration to determine if any changes have occurred that would indicate security problems. A report of the differences between the potentially compromised network and the standard network configuration information may be generated and provided for presentation.