Abstract: Techniques for automatic dependency resolution are provided. A source machine and a previously successful modification for a given resource, which was modified on the source machine, are identified. Dependencies associated with the modification are identified on the source machine. One or more target machines are selected in response to having a similar profile to that of the source machine. The dependencies are automatically resolved on the target machines and the modification is automatically processed on the target machines to modify the given resource.

Abstract: Techniques for autonomous policy discovery are provided. Machines have personality profiles. The personality profiles permit machines to request advice from different machines having similar personality profiles. This facilitates automatic and autonomous discovery of policies for detected events and facilitates autonomous processing of actions, which are processed in response to the discovered policies. Furthermore, the personality profiles allow administrators to monitor and to dynamically alter policies associated with the machines.