Perpetuals Files Patent for BayesShield AI
Written by Emily J. Thompson, Senior Investment Analyst
Updated: May 07 2026
0mins
Perpetuals.com has filed a U.S. patent application covering BayesShield AI, a system that identifies which AI model or human expert performs best for a specific decision, in real time. "For a decade, AI progress has been measured by which model has the best benchmark average. The agentic era has exposed that this metric doesn't predict production performance; McKinsey, Gartner, and Deloitte are all reporting the same gap. The next edge in AI isn't a single model that wins on average. It's a system that knows which model, or which expert, will win in the decision in front of you," said Patrick Gruhn, CEO of Perpetuals. "That's what we are patenting. And it's already running our products today."
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About PDC
Perpetuals.com Ltd is a Japan-based technology company focusing on blockchain technology and developing systems.It offers software and system development services, consulting and solution services, and sales of non-fungible tokens (NFT). It develops customized systems that enable customers to utilize digital assets and apply blockchain technology in business areas such as advertisement tracking, online visitor management, and NFT-related transactions. The Company serves customers across the information technology, metaverse, advertisement, real estate, telecommunication, and entertainment industries. The Company has developed its proprietary Grid Ledger System (GLS) through internal development efforts and collaboration with external partners.
About the author
Emily J. Thompson
Emily J. Thompson, a Chartered Financial Analyst (CFA) with 12 years in investment research, graduated with honors from the Wharton School. Specializing in industrial and technology stocks, she provides in-depth analysis for Intellectia’s earnings and market brief reports.
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- Agreement Overview: Datavault AI's signed agreement with Perpetuals.com covers over $328 million in commodity token programs, enabling global investors to trade physical asset tokens on regulated platforms 24/7, significantly enhancing market liquidity and investment opportunities.
- Project Expansion Potential: The agreement initially includes the MTB Copper project, with provisions for future expansion into gold, geothermal energy, and strategic minerals, which is expected to attract more investors into this emerging market.
- Market Impact: Datavault AI signed over $800 million in tokenization contracts in Q1 2026 alone, marking robust growth in the global commodity market and further solidifying its leadership position in the digital asset space.
- Technological and Compliance Advantages: By partnering with Perpetuals, Datavault AI will leverage its patented blockchain platform for compliant token issuance and trading, ensuring investors can trade in a regulated environment compliant with MiFID II and EMIR, thereby enhancing market trust and security.
See More
German UDS Partners with Perpetuals for AI Integration
- Strategic Partnership: German University of Digital Science has entered a strategic licensing agreement with Perpetuals.com to integrate the BayesShield AI platform into its research centers and digital learning infrastructure, providing access to students and researchers across over 50 countries, significantly enhancing global AI application capabilities.
- Data-Driven Research: BayesShield AI utilizes 11.7 billion retail trades and over 1 million unique user histories to assist students and faculty in analyzing real-world trading patterns, advancing research on retail investor behavior, and improving the development of risk management frameworks.
- Innovative R&D Environment: The six research centers at German UDS will serve as applied R&D environments for advancing BayesShield's machine learning models, with research outputs expected to be published in peer-reviewed journals, thereby strengthening the connection between academia and industry.
- Global Impact: By partnering with Perpetuals, German UDS not only enhances its research capabilities in AI, cybersecurity, and financial regulation but also provides students with opportunities to engage with real market data, thereby reinforcing its competitive position in the global education market.
See More
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- Strategic Licensing Agreement: The German University of Digital Science has entered into a strategic licensing agreement with Perpetuals.com to integrate the BayesShield AI platform across its research centers, providing access to students and researchers in over 50 countries, significantly enhancing the practical and data-driven capabilities of academic research.
- Data-Driven Learning: BayesShield AI leverages 11.7 billion retail trades and over 1 million unique user histories to assist students and faculty in analyzing real-world trading patterns, thereby advancing research on retail investor behavior and developing risk management frameworks, which enhances educational quality.
- Applied R&D Environment: The university's six dedicated research centers will serve as applied R&D environments for advancing BayesShield's machine learning models, with research outputs expected to be published in peer-reviewed journals, further deepening the academic understanding of AI and financial regulation.
- Global Research Community: By partnering with Perpetuals, the German University of Digital Science provides a platform for the global research community to pressure-test BayesShield, combining the involvement of world-class researchers and graduate students to enhance the scientific and commercial value of the product.
See More
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- Strategic Licensing Agreement: Perpetuals.com Ltd has signed a licensing agreement with the German University of Digital Science to integrate its BayesShield AI platform, marking the company's entry into the $83 billion global online education market, which is projected to grow at 22.2% annually.
- Data-Driven Teaching Tool: BayesShield AI will serve as both a teaching tool and a research platform, supporting applied R&D across multiple research centers, thereby enhancing the company's intellectual property portfolio and generating recurring SaaS licensing revenue.
- Practical Case Studies: The platform will be integrated into various graduate programs, allowing students and faculty to leverage AI models trained on 11.7 billion retail trades to analyze real-world trading patterns and develop risk management frameworks, thus improving educational quality.
- Market Validation and Talent Development: Perpetuals CEO Patrick Gruhn stated that this partnership not only creates a new revenue stream but also gains academic validation for the company, establishing a pipeline for developing global fintech talent.
See More
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Launch of Strategic Initiative: Perpetual has launched a strategic initiative to deploy next-generation agentic AI infrastructure for the fintech and digital assets industry.
Exclusive Licensing: The initiative includes securing exclusive licenses for proprietary on-premises quantitative research platform "ForGENTIQ.AI".
See More
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- Strong Stock Performance: On its first trading day, BitGo's stock opened at $22.43 per share, reflecting strong market demand for its crypto custody services and enhancing the company's influence in the digital asset space.
- NYSE Tokenized Securities Platform: The New York Stock Exchange announced the development of a tokenized securities trading platform aimed at enabling 24/7 trading and instant settlement, intending to modernize market infrastructure by integrating blockchain technology with traditional securities trading.
- Strategic Bitcoin Acquisition: Strategy reported acquiring 22,305 bitcoins for approximately $2.125B between January 12 and January 19, demonstrating its proactive positioning in the cryptocurrency market, now holding 709,715 bitcoins with a total investment of about $53.92B.
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