Margaret Boden’s Legacy: Decoding Intuition and Creativity in AI and Human Minds

Intuition has long been shrouded in mystery—a sudden flash of insight, a gut feeling, an inexplicable leap in problem-solving. But what if the roots of intuition could be decoded, mapped, and understood, not just in human minds, but in artificial intelligence? Few have explored this question as deeply and rigorously as Margaret Boden, a pioneering philosopher and cognitive scientist whose work has fundamentally reshaped how we think about creativity, intuition, and the potential of AI[1][3][5].

Margaret Boden: A Pioneer at the Crossroads of AI and Philosophy

Margaret Boden, who passed away in 2025 at the age of 88, was a towering figure in both cognitive science and artificial intelligence. Her journey began at Cambridge, where she distinguished herself in both medical sciences and philosophy, and later, at Harvard, where she earned her PhD. Boden’s intellectual curiosity drove her to bridge disciplines: neuroscience, psychology, linguistics, computer science, and philosophy—all to explore the deepest questions about minds, both natural and artificial[1][3][5].

At Sussex University, she co-founded the School of Cognitive and Computing Sciences (COGS), making it a leading center for AI research in Europe. Boden’s books, such as Artificial Intelligence and Natural Man (1977) and the magisterial Mind as Machine: A History of Cognitive Science (2006), continue to influence how researchers approach the mind-machine problem[1][3][5].

Decoding Creativity: The Three Elements

Central to Boden’s legacy is her nuanced account of creativity. In her influential writings, Boden pierces the fog of intuition and creative insight, identifying three core elements that underlie all creative acts[2][4]. These ideas are not just abstract philosophy—they offer a powerful lens for AI research, education, and understanding how new ideas emerge in any domain.

1. Combinational Creativity: Tessellating the Familiar

The first element is what Boden calls combinational creativity—the act of bringing together familiar ideas in unfamiliar combinations. Inspired by Arthur Koestler’s concept of “bisociation,” this process is at the heart of much artistic and scientific innovation. For example, when a writer combines two unrelated ideas—a detective and a wizard—the result is something novel: Harry Potter[2].

But for these combinations to be genuinely creative, Boden emphasizes the need for a rich store of knowledge and diverse ways of navigating it. True combinational creativity draws on depth and breadth of experience, enabling the mind to move flexibly across conceptual boundaries[2].

2. Exploratory Creativity: Navigating Conceptual Spaces

The second element involves what Boden terms exploratory creativity. Here, the creative mind operates within a “conceptual space”—a set of rules, styles, or conventions unconsciously absorbed from culture, peers, and history. Within these boundaries, exploratory creativity seeks novel ideas that the space already allows, but which may not have been previously discovered[2].

Boden writes: “Within a given conceptual space many thoughts are possible, only some of which may actually have been thought… Exploratory creativity is valuable because it can enable someone to see possibilities they hadn’t glimpsed before.”[2]

This approach is akin to a jazz musician improvising new melodies within an established scale, or a mathematician finding a new proof within the accepted axioms. For AI, exploratory creativity involves generating unexpected outputs by exploring the range of possibilities defined by its programming and training data.

3. Transformational Creativity: Changing the Rules

The third—and most radical—element is transformational creativity. Rather than merely combining existing ideas or exploring within a given conceptual space, transformational creativity alters the space itself. This is the domain of paradigm shifts: when an artist invents a new genre, a scientist proposes a new theory, or an AI researcher redefines the boundaries of what machines can do[2].

Transformational creativity is rare and often disruptive, but it is the engine behind revolutions in art, science, and technology. Boden’s insight is that both humans and machines can, in principle, engage in this kind of creativity—provided they have mechanisms for redefining their own rules and assumptions.

The Mystery of Intuition: From Human Minds to AI

Boden’s analysis offers a powerful framework for understanding intuition. Far from being magical, intuition is the product of vast knowledge, flexible movement through conceptual spaces, and—occasionally—the courage to rewrite the rulebook altogether. Whether in a chess grandmaster or a cutting-edge AI, intuition emerges when these elements come together, allowing for leaps that appear mysterious but are, in fact, deeply structured[2][3].

Her work has profound implications for artificial intelligence. By modeling these three elements, AI systems can be designed not only to solve problems, but to surprise, innovate, and even transform our understanding of what creativity means.

Boden’s Enduring Legacy

Margaret Boden’s vision was always clear-eyed about the promise and perils of AI. She celebrated advances that improved lives—such as AI systems for legal advice or disease diagnosis—but cautioned about the dangers of unregulated, opaque, or militarized AI[1]. Her intellectual rigor, interdisciplinary approach, and humane perspective ensured her influence would persist far beyond her lifetime.

In decoding the mystery of intuition, Boden illuminated the hidden architecture of creativity—reminding us that the most astonishing ideas, whether from minds or machines, rest on three pillars: combination, exploration, and transformation. These are the keys not only to understanding ourselves, but to shaping the creative future of AI.

Original source: The Marginalian – Decoding the Mystery of Intuition: Pioneering Philosopher of AI Margaret Boden on the Three Elements of Creativity