UNDAMENTALWe occasionally take on people who think across disciplines. If that is you, write to us.
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Team and advisors
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Guilhem Kuczynski
Founder and CEO
Guilhem founded UNDAMENTAL on the view that many of the limits placed on machine intelligence are set upstream, in how the world is measured and represented. He remains personally involved in every client engagement, from initial diagnostic through to implementation, so that each is shaped around the organisation it serves.
The breadth of his career, which began in the arts and now combines scientific depth with pioneering innovation, underpins UNDAMENTAL's approach: diagnostics and implementation plans developed from first principles, rather than inherited from the conventions of a single discipline.
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Gyanateet Dutta
Advisor, Quantum, AI & Robotics
Gyanateet is a multidisciplinary technologist with deep expertise across quantum computing, artificial intelligence and robotics. His work ranges from physical world models, noisy computer vision and reinforcement learning to generative systems and scientific AI, and from quantum optimisation and simulation to 3D reconstruction and high-performance computing. In quantum systems in particular, useful results depend on understanding noise rather than simply removing it.
At UNDAMENTAL, he advises on bringing these methods into client data systems, connecting what is captured from the physical world to the models that learn from it.
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Julio Calanche
Chief Marketing Officer
Julio leads commercial strategy, positioning and partnerships. He brings luxury-sector excellence to client stewardship, ensuring each pilot is positioned to withstand scrutiny within the client organisation and that its value is articulated with equal clarity from operational teams to the board.
He has spent more than a decade driving commercial growth at international scale, leading sales, marketing and partnership functions for global hospitality and luxury groups, technology companies and founder-led ventures across Europe, the Americas and Asia, and works in four languages.
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