This blog post is based on my podcast "Anthropology of AI episode “The Missing Piece of the AI Puzzle (It’s Not What You Think!)”

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What if the most important technology story of our time isn’t about machines—but about us?

Today, we're diving headfirst into the other big word in our podcast title: Anthropology. And whenever I tell people I studied it, the first question is almost always, "So, is that like… digging up old stuff?" or "Is that just about, like, cultures?" But seriously, what is Anthropology?

At its heart, anthropology is the behavioral science dedicated to understanding humanity – in every single context you can imagine. It's about figuring out what it means to be human – in our past, our present, and even our future. Think of it as the ultimate "people-watching" profession, but with rigorous scientific methods, systematic observation, and frankly, way too many insightful questions. And in our rapidly evolving tech world, understanding "the human" has never been more critical.

Now, anthropology isn't just one big, amorphous blob. It’s got branches, like a very old, very wise tree with a lot of interesting fruit.

First up, there’s Biological Anthropology. And yes, sometimes it does involve really old bones! This is where we look at human evolution, our primate ancestors, and how our biology influenced our culture – like how standing on two feet freed our hands for tools, or how our developing brains led to complex languages. Critically, biological anthropology, with scholars like Alice Roberts making our origins accessible, helps us challenge simplistic, often biased, narratives about human differences or capabilities.

"Understanding the biological reality of human variation helps us debunk outdated ideas about race (it’s not a scientific thing) or gender (that does not equal biological sex), which is so vital when we’re building AI that could potentially inherit or amplify societal biases. We learn about how our brains are wired, and how that wiring interacts with the digital world we're creating."

Then we have Social and Cultural Anthropology. These are the true "people watchers" – the ones who immerse themselves in different societies to understand their customs, beliefs, social structures, and rituals. Pioneers like Bronislaw Malinowski taught us the power of deep fieldwork and immersion. Margaret Mead, of course, famously showed us how culture shapes adolescence and gender roles, proving human behavior is far more fluid than we once thought. Today, social anthropologists are studying everything from online communities to corporate rituals, revealing the incredible diversity of human experience and the subtle ways our groups dictate our individual behaviors.

And speaking of words, there's Linguistic Anthropology, which explores how language shapes our thoughts, our social interactions, and even our realities. Scholars like Edward Sapir and Benjamin Whorf theorized that the language we speak influences how we perceive the world. Understanding this is crucial when AI is now generating and interpreting language on a global scale.

We also have Medical Anthropology, which looks at health, illness, and healing systems through a cultural lens. From traditional medicine to modern healthcare disparities, anthropologists like Arthur Kleinman have shown how culture profoundly impacts our experiences of well-being and sickness. This perspective is vital as AI begins to revolutionize diagnostics and personalized medicine.

All these branches, all these brilliant minds, share a common thread: a deep belief in the power and complexity of humanity. And this brings me to my most favorite quote of all time, from the incredible Margaret Mead herself:

"Never underestimate how a small group of thoughtful, committed citizens can change the world. Indeed, it is the only thing that ever has."

That quote gives me goosebumps every single time, because it speaks to the core of what we're doing here, what you're doing, and how human thought, human connection, truly drives change.

My own journey into this "A-word" started less with ancient bones and more with, well, corporate hierarchies! My early research was in corporate anthropology and organizational science. I was fascinated by how human discourse – the way we talk, argue, collaborate, and tell stories – profoundly dictates group behavior within companies. Essentially, understanding the "culture" of a workplace, not just the org chart. It's like studying a tribe, but the tribe wears business casual and has quarterly reviews! It helped me understand why some teams thrived and others struggled, purely based on their unwritten rules and communication patterns.

This fascination with understanding people in context naturally led me to Design Anthropology. And this is a point I feel really strongly about, actually. I recall choosing to do my B.Sc. and M.Sc. in Anthropology over, say, Sociology, precisely because of its research methods.

"Anthropological research is groundbreaking because it's fundamentally empirical. Unlike other social sciences, anthropologists don't just rely on self-reported data from surveys or interviews, or broad statistical analyses. Our core methodologies emphasize active participation, in-depth observation, and what we call 'going native' – immersing oneself in the context to truly understand lived experiences from the inside out."

This allows us to gather rich, nuanced data that often reveals deeper insights and behaviors that people might not even realize themselves, going far beyond what self-reported techniques or simple statistics can capture. It's about truly seeing and experiencing the world through the eyes of others, which is invaluable for product strategy.

So, we have this incredible behavioral science dedicated to understanding humanity. And then we have Artificial Intelligence, a field creating synthetic minds, digital artists, and conversational companions. What happens when we bring these two together? This is where "Anthropology of AI" truly comes alive.

Because if AI is "artificial," can it truly be artificial if all the content it's trained on is inherently, fundamentally human? Every book, every song, every line of code, every conversation, every image that feeds these vast language models – it all springs from human consciousness, human experience, human endeavor.

AI isn't some alien intelligence emerging from a void; it's a colossal, complex mirror reflecting back humanity's collective mind, our accumulated knowledge, our biases, our creativity. It's a synthetic reflection of our discourse, our culture, our very expressions.

And what does it truly mean to be "human" in this context? If a human is essentially a collection of billions of neurons firing, creating complex patterns of thought, emotion, and consciousness… how fundamentally different is that, in its most abstract sense, from a vast language model with billions of parameters, learning to fire and connect in intricate patterns to generate language, art, and reasoning?

Anthropology, in this light, becomes the study of how humanity is processing and being processed by its own reflection. It's the exploration of the essence within the machine, and the machine's influence on our essence. It helps us understand that while AI may simulate aspects of human intelligence, the richness of human experience – our embodiment, our lived histories, our consciousness, our empathy – remains distinct. It's about recognizing that what we create, in turn, reshapes us.

It’s about understanding that AI is not just a tool, but a cultural artifact, born from human data, shaping human futures. It's the ultimate anthropological project: studying how we, the creators, are changing ourselves through our creations.

So, from understanding our evolved bodies and global cultures, to corporate tribes and ethical AI, anthropology is quite simply the behavioral science that equips us to truly understand ourselves in the age of intelligence. It’s the human key to the AI puzzle.

In our upcoming episodes, we'll bring this anthropological lens to specific AI use cases, and, of course, welcome some incredible guests to deepen our understanding.

I feel honored having won an 🏆 award for my pro-bono mentoring work at Femme Palette (femmepalette.com/mentors/valerie-nilsson)!

The Ethnography of the Machine

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