Technologies are provided for assigning developers to source code issues using machine learning. A machine learning model can be generated based on multiple versions of source code objects (such as source code files, classes, modules, packages, etc.), such as those that are managed by a version control system. The versions of the source code objects can reflect changes that are made to the source code objects over time. Associations between developers and source code object versions can be analyzed and used to train the machine learning model. Patterns of similar changes to various source code objects can be detected and can also be used to train the machine learning model. When an issue is detected in a version of a source code object, the model can be used to identify a developer to assign to the issue. Feedback data regarding the developer assignment can be used to re-train the model.

In accordance with an embodiment, described herein are systems and methods for use with business process management (BPM) systems or environments, including software development tools for developing software applications that are associated with business processes (business process software applications, business process applications, process applications, or processes). In accordance with an embodiment, the system comprises a column-based process editor and graphical user interface, that can utilize a column-based format to model and display a process, for example a dynamic process, which can subsequently be deployed and executed within the system or environment. For example, the column-based process editor and graphical user interface can include various graphical elements to indicate configured properties of artifacts of a dynamic process. Interaction with the graphical elements enables users to review, edit, and/or remove particular properties associated with the dynamic process.

In accordance with an embodiment, described herein are systems and methods for use with business process management (BPM) systems or environments, including software development tools for developing software applications that are associated with business processes (business process software applications, business process applications, process applications, or processes). In accordance with an embodiment, the system comprises a column-based process editor and graphical user interface, that can utilize a column-based format to model and display a process, for example a dynamic process, which can subsequently be deployed and executed within the system or environment. For example, the column-based process editor and graphical user interface can include various graphical elements to indicate configured properties of artifacts of a dynamic process. Interaction with the graphical elements enables users to review, edit, and/or remove particular properties associated with the dynamic process.

Methods, systems, and computer-readable media for automated code generation using analysis of design diagrams are disclosed. A diagram-to-code system determines one or more security properties of a plurality of components associated with a software product. Relationships between the components are indicated in a software design diagram. At least some of the security properties are determined using input to a user interface. The diagram-to-code system generates one or more secure code packages based (at least in part) on the software design diagram and the one or more security properties. The secure code package(s) implement one or more security controls associated with the software product. The secure code package(s) are provided to a developer. The secure code package(s) and additional program code from the developer are compiled into a compiled software product. Execution of the compiled software product mitigates security vulnerabilities using the one or more security controls.

Methods, systems, and computer-readable media for automated code generation using analysis of design diagrams are disclosed. A diagram-to-code system determines one or more security properties of a plurality of components associated with a software product. Relationships between the components are indicated in a software design diagram. At least some of the security properties are determined using input to a user interface. The diagram-to-code system generates one or more secure code packages based (at least in part) on the software design diagram and the one or more security properties. The secure code package(s) implement one or more security controls associated with the software product. The secure code package(s) are provided to a developer. The secure code package(s) and additional program code from the developer are compiled into a compiled software product. Execution of the compiled software product mitigates security vulnerabilities using the one or more security controls.

A device receives priority data identifying priorities relevant to a configuration of an application and receives feature data identifying features related to the priorities. The device identifies technology services based on a machine learning-driven analysis of the priorities and features, and includes data identifying the technology services as part of the reference architecture. The device provides data identifying the reference architecture for display via an interface, and receives data identifying technology services that have been selected by a user. The device updates scores associated with the reference architecture based on the selected technology services. A subset of the scores may be updated to reflect one or more degrees to which one or more cloud service providers offer the selected technology services. The device provides data identifying the updated scores for display via the interface to allow the scores to be used to select a particular cloud service provider.

Embodiments of the present disclosure relate to a method for building an application. According to the method, a request is received from a building environment to acquire at least one component for executing at least one function of at least one feature of the application. The at least one feature is to be deployed to at least one target node in a distributed service platform comprising a plurality of nodes. The at least one target node and the at least one component are determined based on the request. The at least one component is acquired from the at least one target node. The at least one component is sent to the building environment for building the at least one feature.

Embodiments of the present disclosure relate to a method for building an application. According to the method, a request is received from a building environment to acquire at least one component for executing at least one function of at least one feature of the application. The at least one feature is to be deployed to at least one target node in a distributed service platform comprising a plurality of nodes. The at least one target node and the at least one component are determined based on the request. The at least one component is acquired from the at least one target node. The at least one component is sent to the building environment for building the at least one feature.

An augmented reality method using a mobile device having a display screen and a camera, the method includes receiving an image of a physical object from the camera, the physical object incorporating a machine-readable code, detecting the machine-readable code in the image of the physical object, decoding the machine-readable code, determining a website address of a website in response to decoding the machine-readable code, automatically navigating to the website according to the website address, and automatically receiving a video stream from the website and playing the video on the display screen of the mobile device superimposed over the image of the physical object.

An augmented reality method using a mobile device having a display screen and a camera, the method includes receiving an image of a physical object from the camera, the physical object incorporating a machine-readable code, detecting the machine-readable code in the image of the physical object, decoding the machine-readable code, determining a website address of a website in response to decoding the machine-readable code, automatically navigating to the website according to the website address, and automatically receiving a video stream from the website and playing the video on the display screen of the mobile device superimposed over the image of the physical object.