Abstract: Embodiments of the present disclosure provide for providing automated code maintenance using artificial intelligence (AI). Such embodiments may include determining multigraph differential data indicative of a difference between a first state and a second state of a knowledge graph for a plurality of Information Technology (IT) assets, inputting the multigraph differential data to a first AI model to generate a structured differential data set for the multigraph differential data, inputting the structured differential data set to a second AI model to generate a plurality of remediation instruction data structures for the plurality of IT assets, inputting the plurality of remediation instruction data structures to a third AI model to generate modified IT asset data for the plurality of IT assets, and causing execution of a remediation action for the plurality of IT assets based on the modified IT asset data.

Abstract: Branch objects are created from master objects, which allow collaborators to edit drafts of those branch objects. Collaborators' draft branch objects are submitted to the master object owner and changesets are generated to identify any changes proposed by collaborators with respect to the current content of the master object. Proposed changes from collaborators are presented to the master object's owner or their delegate for approval.

Abstract: Branch objects are created from master objects, which allow collaborators to edit drafts of those branch objects. Collaborators' draft branch objects are submitted to the master object owner and changesets are generated to identify any changes proposed by collaborators with respect to the current content of the master object. Proposed changes from collaborators are presented to the master object's owner or their delegate for approval.

Abstract: Branch objects are created from master objects, which allow collaborators to edit drafts of those branch objects. Collaborators' draft branch objects are submitted to the master object owner and changesets are generated to identify any changes proposed by collaborators with respect to the current content of the master object. Proposed changes from collaborators are presented to the master object's owner or their delegate for approval.

Abstract: Methods are proposed in which content items from different streams may be combined in a single document by assigning them to model elements of a content model underlying the document. Information is stored in the steams of the content items indicating that the content items are assigned to the document. Other methods are proposed in which a document history view is provided that indicates to a user, for each static document that is created, the version of a content item that is referenced by the static document.

Abstract: Methods, systems, and apparatus, including computer programs encoded on a computer storage medium, for creating a content stream associated with a unique user identification. In one aspect, a method includes creating a content item; creating a content model associated with the content item; assigning one or more attributes or tags the content item or content model; selecting a content view style for the content item; publishing the content item in the selected content view style.