Casper Labs and IBM Consulting Team Up to Develop a Blockchain-Enhanced AI Governance Framework

Casper Labs and IBM Consulting They have unveiled a collaborative project aimed at leveraging blockchain technology to improve transparency and accountability in AI systems. AI systems . The collaboration aims to develop a novel solution This initiative utilizes Casper's resilient ledger along with IBM watsonx.governance.

Moreover, the project will introduce an additional framework for analytics and policy enforcement, tailored specifically for the governance of AI. AI training data across diverse organizations.

The efforts involved in the training, development, and deployment of AI models span across multiple entities, leading to challenges in monitoring changes, auditing results, and troubleshooting issues. The upcoming solution from Casper Labs and IBM Consulting is designed to tackle these challenges by employing blockchain to log modifications in models, while simultaneously reducing the risks of intellectual property theft and unauthorized data sharing between organizations. generative AI “At present, AI systems operate like a black box, lacking visibility into the origins of training data and how specific inputs influence results. This creates significant issues, especially when AI models exhibit biases or disseminate false information, among other complications. The absence of audit trails places strict limitations on the immediate potential of AI,” commented Mrinal Manohar, CEO of Casper Labs during an interview with Metaverse Post. property infringement “With the increasing global push for regulations and recent copyright lawsuits, the need for auditability and verification of AI datasets is becoming indispensable for businesses. Blockchain stands out as the most secure and economical method to achieve this,” he added.

Enhancing AI Governance Through Blockchain Integration

The solution envisioned by Casper Labs is built on the Casper Blockchain, integrating IBM's watsonx.governance and watsonx.ai to track and evaluate serialized input and output data used in training generative AI models across different organizations.

This strategy aims to safeguard sensitive data from unauthorized access, granting organizations meticulous control over permissions.

Additionally, the solution simplifies version control through blockchain serialization functionalities, allowing for seamless reversion to earlier versions if any performance issues or biases are detected.

“Blockchain serves as an unchangeable ledger that automates the logging of time-stamped transactions. This positions blockchain as the top-notch, efficient technology for record-keeping today: it can meticulously trace every data chunk inputted into an AI model (when the data was introduced, who introduced it, etc.) and every alteration made to parameters,” explained Manohar of Casper Labs. “Thus, blockchain is an excellent choice to infuse transparency and verification into the AI training process in a secure and cost-effective manner.” data access IBM Consulting’s experts in AI governance and technology will join forces with Casper Labs to refine this solution, which is expected to enter its beta phase in the first quarter of 2024, making it available through various distribution channels afterward.

The collaborative solution is set to benefit a range of industries, including finance, healthcare, and retail, allowing these sectors to deploy AI responsibly while staying compliant with ethical standards. Its key features comprise a Compliance Dashboard, Quality Control Toolkit, Version Control, and an Audit and Reporting System.

“The Compliance Dashboard offers a centralized platform for overseeing and managing AI systems deployed across organizations to support compliance obligations. This is especially critical in sectors like finance and healthcare, where regular audits are performed and data integrity must be maintained with utmost assurance,” stated Manohar from Casper Labs. IBM Cloud Marketplace.

A live demonstration of the solution is planned for January 16 in Davos, where Mrinal Manohar and IBM Consulting’s Global Partner, Blockchain and Responsible AI Leader, Shyam Nagarajan, will present a detailed overview during a session.

“We currently have our private beta up and running, and we’re gearing up for a launch in Q3 of 2024. Users from various sectors can look forward to comprehensive tools that provide a holistic view of their organization’s AI frameworks,” noted Manohar from Casper Labs in an interview with Metaverse Post.

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Victor is the Managing Technology Editor/Writer at Metaverse Post, specializing in artificial intelligence, cryptocurrency, data science, metaverse, and cybersecurity within enterprises. With several years of experience at prominent media outlets like VentureBeat, DatatechVibe, and Analytics India Magazine, as well as serving as a Media Mentor at esteemed institutions including Oxford and USC, he possesses a Master’s degree in data science and analytics and is committed to staying at the forefront of emerging trends.