Abstract: A privacy-preserving method of accessing and using an AI model. That access and use is provided as a service in association with a linked data operating environment. In this environment, applications have secure and permissioned access in an interoperable manner to private data that is stored in one or more online private data stores. The AI model is trained using one or more access sets of private data that are stored in the linked data operating environment. Typically, the model (e.g., a language model, an image-generation (diffusion) model, or the like) is uniquely associated with an entity whose access set of private data is used for model training. To facilitate multi-use training and use, the model comprises a base model that is fine-tuned using the private data access set to generate a fine-tuned model. The fine-tuned model can be further tuned efficiently as data in the underlying access sets changes.

Abstract: A method for privacy preserving data processing in a linked data operating environment. The method begins by creating a privacy preserving data processing (PPDP) agent for use by an Artificial Intelligence (AI) agent. The PPDP agent is configured to access and process private data that the AI requires but is not authorized to access. In use, a secure PPDP environment is instantiated in association with one or more private data stores and in which the PPDP agent is then configured to execute. Under the control of the AI agent, the PPDP agent is then executed within the secure PPDP environment over a configured security context and life-cycle of the PPDP agent to access and process the private data on the AI agent's behalf.

Abstract: A method for privacy preserving data processing in a linked data operating environment wherein applications have secure and permissioned access in an interoperable manner to data that is stored in one or more online data stores. The method begins by creating a privacy preserving data processing (PPDP) agent for use by an entity to process the data in association with the online data stores. The PPDP agent is then subjected to a certification process that ensures that the PPDP agent does not exfiltrate any data from the online data stores. After a successful certification, and following registration of the agent with an agent repository, a secure PPDP environment is instantiated in association with the data stores and in which the PPDP agent is then configured to execute. The PPDP agent is then executed within the secure PPDP environment over a configured security context and life-cycle of the PPDP agent.

Abstract: A method for privacy preserving data processing in a linked data operating environment wherein applications have secure and permissioned access in an interoperable manner to data that is stored in one or more online data stores. The method begins by creating a privacy preserving data processing (PPDP) agent for use by an entity to process the data in association with the online data stores. The PPDP agent is then subjected to a certification process that ensures that the PPDP agent does not exfiltrate any data from the online data stores. After a successful certification, and following registration of the agent with an agent repository, a secure PPDP environment is instantiated in association with the data stores and in which the PPDP agent is then configured to execute. The PPDP agent is then executed within the secure PPDP environment over a configured security context and life-cycle of the PPDP agent.

Abstract: A method for privacy preserving data processing in a linked data operating environment wherein applications have secure and permissioned access in an interoperable manner to data that is stored in one or more online data stores. The method begins by creating a privacy preserving data processing (PPDP) agent for use by an entity to process the data in association with the online data stores. The PPDP agent is then subjected to a certification process that ensures that the PPDP agent does not exfiltrate any data from the online data stores. After a successful certification, and following registration of the agent with an agent repository, a secure PPDP environment is instantiated in association with the data stores and in which the PPDP agent is then configured to execute. The PPDP agent is then executed within the secure PPDP environment over a configured security context and life-cycle of the PPDP agent.

Abstract: A method for privacy preserving data processing in a linked data operating environment wherein applications have secure and permissioned access in an interoperable manner to data that is stored in one or more online data stores. The method begins by creating a privacy preserving data processing (PPDP) agent for use by an entity to process the data in association with the online data stores. The PPDP agent is then subjected to a certification process that ensures that the PPDP agent does not exfiltrate any data from the online data stores. After a successful certification, and following registration of the agent with an agent repository, a secure PPDP environment is instantiated in association with the data stores and in which the PPDP agent is then configured to execute. The PPDP agent is then executed within the secure PPDP environment over a configured security context and life-cycle of the PPDP agent.

Abstract: There is provided a method that includes (a) receiving a request for access to data, (b) identifying a data store that stores the data, and (c) communicating with the data store, by way of an electronic communication, to access the data. There is also provided a system that performs the method, and a storage medium that includes a program module for controlling a processor to perform the method.

Abstract: There is provided a method that includes (a) receiving a request for access to data, (b) identifying a data store that stores the data, and (c) communicating with the data store, by way of an electronic communication, to access the data. There is also provided a system that performs the method, and a storage medium that includes a program module for controlling a processor to perform the method.

Abstract: There is provided a method that includes (a) receiving a request for access to data, (b) identifying a data store that stores the data, and (c) communicating with the data store, by way of an electronic communication, to access the data. There is also provided a system that performs the method, and a storage medium that includes a program module for controlling a processor to perform the method.

Abstract: There is provided a method that includes (a) receiving a request for access to data, (b) identifying a data store that stores the data, and (c) communicating with the data store, by way of an electronic communication, to access the data. There is also provided a system that performs the method, and a storage medium that includes a program module for controlling a processor to perform the method.