"New solution designed to help enterprises more effectively manage training data for generative artificial intelligence systems across the organization"
Casper Labs, a provider of enterprise blockchain software and services, and IBM Consulting announced the launch of a partnership New solution designed to help clients improve the transparency and auditability of artificial intelligence systems by leveraging blockchain technology. This cooperation will provide customers with a more reliable data traceability and verification mechanism to ensure that the operation process of artificial intelligence systems is fair, transparent, and meets regulatory requirements. By combining blockchain and artificial intelligence technologies, this solution is expected to provide enterprises with a higher level of data security and credibility, further promoting the integration and development of blockchain and artificial intelligence.
Casper Labs and IBM Consulting are collaborating to develop a new solution based on blockchain technology called Casper Labs. This solution, combined with the IBM watsonx.governance platform, provides an additional layer of analytics and policy enforcement for managing AI training data across organizations. This new solution will provide users with more powerful functionality and more efficient data management capabilities.
The process of training, developing, and deploying generative AI models requires the participation of multiple organizations, including model creators and end-user organizations. As different organizations integrate new data sets or make modifications to the model, the model's output changes accordingly. Therefore, many organizations need to be able to track and audit these changes and accurately identify and correct problems. To solve these problems, blockchain technology can play a role. Through shared metadata in the blockchain, organizations can share their trusted contextual information and record changes to the model. This reduces potential data sharing risks where intellectual property intersects or crosses organizational lines. The distributed ledger of the blockchain can ensure data security and transparency, allowing all parties to verify and trace the change history of the model. This sharing and traceability mechanism helps build trust and promotes collaboration and knowledge sharing between organizations. All in all, blockchain technology plays an important role in the process of training, developing, and deploying generative AI models. It helps organizations share trusted contextual information, record model changes, and reduce risks around intellectual property and data sharing. Through the application of blockchain, organizations can collaborate more efficiently and jointly promote the development of artificial intelligence technology.
Casper Labs’ solutions are planned to be built on Casper Network (CSPR). The network is a tamper-proof and highly serialized ledger that can be integrated with the IBM watsonx.governance and watsonx.ai platforms to monitor and measure input and output data for training generative AI systems across organizations. Casper Network's (CSPR) hybrid features and permissions system enable organizations to better protect sensitive data stored in the solution, prevent access by external actors, and have control over access to the data. Additionally, the solution leverages blockchain’s serialization capabilities to support version control, enabling organizations to efficiently roll back to previous iterations of AI systems in response to performance issues or biased output. By leveraging the features of Casper Network (CSPR) and integrating with IBM watsonx.governance and watsonx.ai, Casper Labs’ solutions provide organizations with a secure, controllable and efficient environment for the development and deployment of AI systems.
IBM Consulting’s AI governance and technology experts will work with Casper Labs to build the solution. The solution is expected to be available in beta form in the first quarter of 2024, followed by broad rollout through multiple channels including the IBM Cloud Marketplace.
Shyam Nagarajan, a global partner at IBM Consulting and a leader in blockchain and generative AI, pointed out that the effectiveness of an AI system ultimately depends on the organization's ability to govern it. To meet the needs of companies, they need to build trust, improve explainability, and reduce risk. As IBM Consulting, they are proud to support Casper Labs to co-create a new solution that provides critical support in transparency and risk mitigation for companies deploying AI at scale.
The new solutions program will be leveraged by enterprises across industries as diverse as financial services, healthcare and retail, with widespread adoption of AI solutions across their technology and service provider ecosystems.
The solution will have the following features:
· Compliance Dashboard: A centralized dashboard to monitor and manage the cross-organizational application of AI systems to monitor Control whether it complies with the organization's ethical principles.
· Quality Control Toolkit: Includes tools for monitoring the quality and performance of AI systems, as well as a control interface to increase the transparency and interpretability of AI output.
· Version Control: The ability to correct performance or other problems by “rolling back” to a previous iteration of a given AI system that did not present the problem.
· Audit and Reporting System: A system for auditing AI processes and generating detailed reports based on contextual metadata captured by the Casper Labs ledger.
“While generative AI excites organizations due to its transformative potential, its practical applications are severely limited by the inability to monitor and react to the data fed to AI systems.” Casper Labs CEO Mrinal Manohar said: "With the help of IBM, we are committed to providing a better way to not only understand why artificial intelligence systems behave a certain way, but also provide a clearer path to how AI systems behave when they arise. Correct behavior when hallucinations or performance issues occur. The long-term potential of AI will be determined by how effectively organizations can understand, manage, and respond to increasingly large AI training data sets."
Casper Labs and IBM Consulting will demonstrate this solution live at The Hub in Davos on January 16th.
About Casper Labs
Casper Labs is the leader in enterprise-grade blockchain software. Casper Labs built the first Layer 1 blockchain suitable for business scale and operational needs, providing complete transparency for all business transactions. Casper Labs provides applications and services that drive revenue and efficiency for companies and governments. Our mission is to build the cornerstone of customer value and business success in a new era.
About IBM
IBM is the world's leading provider of hybrid cloud, artificial intelligence and enterprise services, helping customers in more than 175 countries and regions to Obtain business insights from data, simplify business processes, reduce costs, and gain industry competitive advantages. More than 4,000 government and enterprise entities in critical infrastructure sectors such as financial services, telecommunications and healthcare rely on IBM Hybrid Cloud Platform and Red Hat OpenShift to digitally transform quickly, efficiently and securely. IBM's breakthrough innovations in artificial intelligence, quantum computing, industry cloud solutions and enterprise services provide our clients with open and flexible choices. A long-term commitment to corporate integrity, transparent governance, social responsibility, a culture of inclusion and a spirit of service are the cornerstones of IBM's business.
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