David Wang
← Back to Thoughts
Cover of Scale

Scale

Geoffrey West · February 20, 2026

I grabbed this one after seeing it referenced in a couple of blog posts about startup growth curves, and it ended up being way more mind-expanding than I expected. Geoffrey West is a theoretical physicist who spent years at the Santa Fe Institute studying complex systems — and this book is basically his life's work distilled into something readable.

The central insight is that scaling laws govern almost everything. An elephant's heart beats slower than a mouse's, and that relationship follows a precise mathematical pattern. Cities that double in population don't just get twice as big — they get superlinearly more innovative, more productive, and also more crime-ridden. Companies, on the other hand, scale sublinearly — they slow down and become less efficient as they grow. These aren't loose analogies; they're backed by actual data and power laws.

What really got me thinking was the section on cities vs. companies. Cities almost never die — they're open-ended, adaptive systems. Companies almost always die — they become rigid, optimized for a specific niche, and can't adapt fast enough. West argues that companies are more like biological organisms (they have a finite lifespan) while cities are something fundamentally different. As someone building software, this framing is wild to think about. Are we building organisms or cities?

The pacing can drag in spots — West loves his tangents about metabolism and blood flow networks — but the payoff ideas are worth it. If you're into systems thinking or just want a framework for understanding why things grow and die the way they do, this is essential reading. I keep coming back to the idea that growth requires ever-accelerating innovation cycles, and that's both exciting and a little terrifying.

Key Takeaways

  • Scaling laws (power laws) govern biological organisms, cities, and companies in surprisingly predictable ways.
  • Cities scale superlinearly — doubling population more than doubles innovation and output.
  • Companies scale sublinearly like organisms — they slow down, become rigid, and eventually die.
  • Sustained growth requires ever-faster cycles of innovation, which is fundamentally unsustainable without paradigm shifts.

Quotes That Hit

The city is perhaps the best example of an evolving complex adaptive system.
Companies are surprisingly biological. They are born, grow, mature, and die — and almost none of them live to be very old.