Introducing technology designed to replace deep learning

I have the pleasure of working with Danko on bunton projects, and I can  confidently say that his mastery of AI and his entrepreneurial vision  are unmatched. Danko is someone who not only understands the technical  intricacies of AI but also has the rare ability to translate this  knowledge into innovative, real-world solutions. His skills are  exceptional, driving success through a deep understanding of both  technology and business. I highly recommend him as a true visionary in  the field of AI and entrepreneurship.

I am confident that Danko is among the rare individuals capable of propelling humanity forward through AI. Achieving such a feat requires a profound understanding of AI and a keen sense of entrepreneurship—Danko embodies both.

My association with Danko began when he led AI development at a startup I invested in wherein, the startup quickly developed the leading AI solution for their use case, outperforming even established global corporations.

So, I was not  surprised when Danko later unveiled his groundbreaking invention, Gating.

Working with Danko on various AI applications and assisting him in transforming his invention into a business has been a privilege. 

Personally I like his positive attitude, integrity and professionalism as a wonderful team player.

A groundbreaking paradigm, Gating has the potential to revolutionize the field of artificial intelligence to an extent that hasn't been witnessed since the popularization of deep learning in 2012. With a strong theoretical foundation inspired by insight from rigorous neuroscience research, it holds the promise to address one of the most pertinent challenges in modern AI: the challenge of creating a system capable of efficient and dynamic scaling to the complexity of the problem. By transferring the concept of "depth" in "deep learning" to the temporal axis, as in biological brains, Gating could allow for a level of generalizable learning yet to be imaginable for AI and could be a huge stride toward artificial general intelligence. I have always been mind-blown by the innovative originality of Danko's ideas and admired his courage to explore entirely novel paths in fundamental AI research, unafraid to build from the ground up if it meant making a game-changing development. Not only that, he has the ambition and leadership necessary to bring his idea into reality and introduce it to the world to transform others' work. His strong entrepreneurship as CEO of Robots Go Mental and his ability to clearly and enthusiastically illustrate his invention had led to my group at NASA Ames adapting Guided Transfer Learning, and I'm excited for the day that Gating comes to life and starts impacting projects around the world as well.

Gating will certainly leverage one of the most intriguing emerging
technologies with capabilities to imitate the human mind. I know Danko since over 20 years, both as a scientist and as an entrepreneur. He excels at both! His new technology is grounded in decades of intensive neuroscience research and reflects his relentless search for the neuronal mechanisms that support perception, cognition, and behavior. Gating is the result of Danko's incredible insights! I am sure it will usher a radically new and disruptive direction in AI. I very much look forward to see how this transformative technology will come to fruition in the next years.

I am excited about the Gating concept, which offers a transformative approach to AI learning—one that aligns more closely with the mechanisms of the human brain. Unlike traditional deep learning, this model promises learning from minimal data, pushing us towards the realm of a true one-shot learning. This is crucial, as it would allow AI to adapt quickly and efficiently with limited computational resources, reflecting one of the ways we naturally learn from experience.

Moreover, the curriculum learning aspect brings a structured, progressive path to knowledge acquisition. Instead of being overwhelmed by vast, bulky datasets, this model promises to learn in stages, building upon previous experiences, making learning not only faster but more robust and meaningful. I believe this approach could be particularly powerful for AI systems that need to adapt continuously in dynamic environments, where real-time, incremental learning is essential.

Together, these attributes—learning with limited data and building upon a strong curriculum—I believe represent a significant leap forward for AI, enabling smarter, more adaptive, and more efficient systems.

I had the privilege of working closely with Danko Nikolic during his time as Head of AI and Data Science at our former company, evocenta. As the CEO of evocenta, I observed firsthand Danko’s remarkable technical expertise, leadership abilities, and entrepreneurial spirit.

Danko’s knowledge in AI and data science is truly exceptional. At evocenta, he skillfully harnessed large language models to propel significant advancements in our projects, showcasing his deep understanding of complex algorithms and innovative problem-solving techniques. His talent for turning intricate technical concepts into practical, actionable strategies set new benchmarks for our team's success.

Beyond his technical prowess, Danko is a natural leader. He built our AI and Data Science team from scratch, bringing in top talent and cultivating a collaborative, high-performance environment. His leadership style is rooted in empathy, clear communication, and an unwavering commitment to excellence, which inspired the team to consistently deliver outstanding results.

Danko’s entrepreneurial mindset is another of his great strengths. He invented Guided Transfer Learning, a pioneering approach that greatly improves the efficiency and accuracy of machine learning models. This innovation led to the founding of a successful startup, Robots Go Mental, which has achieved significant milestones, including a collaboration with NASA to tackle complex real-world challenges.

Our professional journey continues today as we co-founded TreviAI, where Danko serves as Co-Founder and Chief Innovation and AI Officer (CIAO). His role is pivotal, leveraging his vast skill set and innovative technology stack to guide the company's vision and growth.

I am certain that Danko will bring the same level of dedication, creativity, and leadership to Gating. His combination of technical mastery, team-building skills, and entrepreneurial drive makes him exceptionally well-suited to lead Gating to new heights. I fully endorse Danko Nikolic and have every confidence that he will excel in his new venture.

I Neural networks were the cornerstone of modern AI, powering everything from computer vision with Convolutional Neural Networks (CNNs) to the revolutionary impact of Transformers. But what if there’s a new idea—a groundbreaking technique that surpasses traditional neural networks? Imagine a technology capable of making a jump as neural networks once did. Can you afford to miss being part of such a transformation? I certainly can’t.
Gating could be this next giant leap in human history . Let’s not just witness it—let’s be a part of it. 

Gating is a major leap in AI, and as a product designer, I’m excited to be part of it. The idea of AI learning more like the human brain—adapting dynamically and efficiently—is what drives me. This technology tackles challenges like catastrophic forgetting and opens up possibilities for smarter, more responsive AI in robotics, automation, and beyond. Being involved in shaping the future of AI is both inspiring and deeply meaningful to me.