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Defining the Future of Encrypted ML, AI and FHE

Today marks a pivotal moment in the world of data security. Vaultree's latest press release unveils a groundbreaking achievement that has the potential to transform how industries handle and protect their most sensitive data. As outlined in our announcement, Vaultree has successfully cracked the code that will define the future of Encrypted Machine Learning (EML), Artificial Intelligence (AI), and Fully Homomorphic Encryption (FHE). This breakthrough isn't just a technological milestone for our company—it's a transformative leap forward for the entire field of data security.

Check out the press release here!

From Humble Beginnings to Global Leadership

Vaultree’s journey began in the unlikeliest of places—an Irish dairy farm. What started as a vision to protect data privacy has now evolved into a mission to revolutionise how data is processed and secured. Our relentless pursuit of innovation has brought us to the forefront of global data-in-use cryptography, achieving what many of the world's leading tech giants and research institutions have long struggled to accomplish.

For years, the industry has been constrained by the inadequacies of traditional encryption methods, which forced organisations to choose between data security and data utility. This trade-off has long been a barrier to fully leveraging the potential of machine learning and AI on sensitive data. 

The Limitations of Traditional Encryption: A Thing of the Past

Traditional encryption schemes secure data at rest and in transit, offering only a superficial layer of protection. They are easily thwarted by skilled or persistent attackers, not to mention the dangers of social engineering attacks such as ransomware. This paradigm has always left a glaring vulnerability—during data usage—where information must be decrypted, exposing it to significant risks. This process not only compromises security but also incurs astronomical energy costs. 

Vaultree's technology obliterates these limitations. Through relentless innovation and an uncompromising vision, we have achieved what was once thought impossible: the ability to process data while it remains fully encrypted at scale. This isn't just theoretical—Vaultree's technology is already operating in production environments with some of the largest healthcare and financial services organisations. Our solution enables these organisations to tackle their most pressing business challenges while maintaining the highest levels of data security. With this groundbreaking technological breakthrough as our backbone, we have expanded our product offerings to the AI & ML space. 

A New Era of Data Security: Encrypted ML & AI

With Vaultree’s breakthrough, sensitive data can now be processed without ever being decrypted, ensuring that data remains secure during every operation. But our vision extends beyond just protecting data—it's about enabling the future of encrypted ML and AI. For the first time, machine learning models can be trained on fully encrypted data, allowing organisations to unlock the true potential of these technologies without exposing sensitive information to risks.

This capability opens up unprecedented possibilities for innovation, growth, and competitive advantage. Imagine performing 4 to 10 billion vectorised FHE operations per minute—on a standard MacBook Pro M1. Vaultree has made this a reality, demonstrating our scalable encrypted transformer in action. This is not just an industry first; it's a game-changer that paves the way for ML and AI-driven innovation across all sectors.

It is hard to encapsulate the magnitude of our team’s breakthrough here and the impact it will have on the world. Vaultree is already utilising this technology with law enforcement agencies for encrypted facial recognition to aid the fight against child trafficking, enabling processes previously impossible. Such an impact alone is enough for many organisations to stop and pat themselves on the back—but Vaultree isn’t done—the world is crying out for this revolution, and we are just getting started in answering that call.

The Road Ahead: Collaboration and Open-Source Innovation

Vaultree’s commitment to open-source innovation reflects our belief in collaboration and shared progress. We have launched a GitHub demo library for Encrypted Machine Learning, providing the global community with an unprecedented opportunity to experience the power of our NG-FHE implementation firsthand. This library includes Encrypted Time-Series Forecasting, Encrypted Facial Recognition, and Encrypted PageRank, with an eye on the future of Encrypted Quantum Machine Learning.

As we continue to scale and forge new partnerships, including with tech giants like Google, Vaultree is not just advancing our technology—we're paving the way for a new era of data security. Our journey from a rural farm in Ireland to the forefront of Silicon Valley innovation is a testament to the power of disruptive ideas and relentless execution.

A Movement Toward a Secure Digital Future

As we look to the future, Vaultree is more than just a company—it’s a movement. A movement to secure the digital world, protect the most valuable assets of our time, and empower organisations to achieve the impossible with always-encrypted data. The world is ready for an encrypted future, and Vaultree is leading the way.

Stay tuned as we continue to push the boundaries of what's possible in data security. The next milestone is set for early Q1 2025, when we will begin integrating our technology with Google Cloud’s BigQuery, allowing customers to perform encrypted operations on large-scale datasets without compromising security or performance.

The future of data security is here, and Vaultree is at the helm, guiding the way towards a world where data privacy, ML, and AI are not just possibilities but expectations.

Check out the press release here!

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