Turning Tables
Into Intelligence
Fundamental has built NEXUS – the world’s most powerful large tabular model.
We focus on one of the most important and under-served problems in machine learning: enabling accurate prediction from the structured data that drives real decisions across science, industry, and enterprises.
Our
Mission
Fundamental’s mission is to create a world of abundance by giving humanity the Power to Predict.
While recent breakthroughs in machine learning have transformed language and vision, the majority of real-world decision-making and predictive capabilities remains hidden in tabular, relational data.
Through rigorous research, careful engineering, and long-term technical ambition, Fundamental exists to democratize the Power to Predict
Our Vision
A world where humanity shapes the future with confidence, not fear.
By developing general-purpose models for tabular data, we aim to create systems that learn efficiently, generalise across tasks, and integrate naturally into real-world environments - supporting better decisions wherever uncertainty matters.
Fundamental is built on foundational research in machine learning, learning theory, and probabilistic modeling.
Research Led
Company
Our work explores how the principles behind foundation models can be extended to structured data, with a focus on reducing sample complexity, improving generalization, and enabling reliable performance across diverse real-world tasks.
Research at Fundamental is pursued with the same standards as academic work, and transitions thoughtfully into production systems.
Built on Decades of Frontier AI Experience
Fundamental is built by researchers and engineers who have led breakthrough work in frontier AI research and large-scale system deployment.
Our team brings experience from leading research institutions, enterprise technology platforms, and globally deployed machine learning systems - spanning foundational research, infrastructure, and real-world application.
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Careers at
Fundamental
Fundamental is a place for people who want to work on hard, meaningful problems.
We value rigorous thinking, deep technical work, and long-term impact. Our environment supports careful research, ambitious engineering, and thoughtful translation of ideas into real-world applications that create incredible value.
For those interested in foundational problems at the intersection of machine learning, structured data, and decision systems, Fundamental offers the opportunity to work on problems that matter.
