A Manifesto
Five times, a new technology has compressed an entire category of human effort and displaced the people whose livelihoods depended on it. Artificial Intelligence is the fifth — and the fastest. Here’s the pattern, the evidence, the window — and how to get ahead before it closes.
Some of what follows is hard to believe. All of it is documented, with sources at the end. This is evidence, not opinion.
The Oldest Version of the Pattern
Hunter-gatherers were taller, healthier, and worked fewer hours than the farmers who displaced them. Farming won anyway.
Not because farmers lived better lives. They didn’t — not at first. Farming won because it produced more people per acre. More people per acre meant more births per generation. More births per generation meant more farmers, not more hunter-gatherers — who never chose to be displaced. Farming made them structurally unnecessary — and they never had a word for what was happening.
That is the oldest version of the pattern. It has repeated four more times since.
The plough. The steam engine. The internet. The smartphone. Artificial intelligence.
Each time, a technology eliminates an entire category of human effort — and the people who depended on it lose their place in the economy. Each time, a new layer of work appears in its place — roles that didn’t exist before, skills that suddenly became scarce, capabilities that only those who moved early were positioned to capture. Each time, the gain flows to the compressors first. The compressed wait.
The compressors are those deploying the technology. The compressed are those whose labor it replaces.
The pattern has repeated five times in human history: a technology eliminates an entire category of human effort, one population loses its economic function, another rises to replace it — and the window to adapt gets shorter every time.
I call this the Human Effort Compression Cycle — and we are caught inside Wave 5, right now.
What Qualifies as a Wave
Not every technological disruption qualifies as a wave. The printing press displaced the scribes who copied books by hand — but it created far more roles than it erased, and never left an entire population without a function. The telephone compressed communication — but it created more roles than it removed.
A wave is something more specific. Something that reshapes how people live and work.
For something to qualify as a wave in the Human Effort Compression Cycle, four conditions must all be present:
One. A specific category of human effort gets compressed — not improved, not accelerated, but fundamentally eliminated at scale.
Two. A distinct population loses their economic function — not disrupted, not inconvenienced, but made unnecessary.
Three. A new elevated layer of human work emerges in its place — roles that didn’t exist before, capabilities that the compression made possible.
Four. The gain flows first to those deploying the technology — the compressors — while those whose labor it replaces — the compressed — resist, adapt, or are left behind.
All four must be present. That is what separates a wave from a disruption.
The Acceleration Build-Up
A wave doesn’t end when the next one begins. Between every wave, the same compression keeps deepening — pushing the same effort category further and faster until it reaches a limit. I call it the Acceleration Build-Up.
It is not a pause. It is not a transition. It is the compression intensifying — and it always contains the seed of what comes next.
Agriculture deepened for millennia. The plough, irrigation, crop rotation, selective breeding, and eventually railways — each one compressing food production and distribution further before industrialization ignited a genuinely new effort category: physical and mechanical labor.
The Industrial Revolution deepened through electrification, the assembly line, mass production, and computing for 150 years before the internet ignited a new one: the effort of finding information, distributing goods, and communicating across distance.
The internet deepened through broadband, e-commerce, social media, streaming, and cloud computing before the smartphone ignited another: the effort of navigating, coordinating, and transacting in the physical world.
The smartphone deepened through apps, on-demand platforms, and mobile payments — driving the digital activity and cloud infrastructure the next wave would require. Then artificial intelligence ignited the latest compression: the cognitive and creative output of knowledge workers. AI is deepening now — through multimodal models, autonomous agents, and models built for medicine, law, and finance.
The Ignition Trigger
Each wave deepened because of the same human drive — to produce more, reach further, and compress harder until it reached a limit. And each wave ignited at the same kind of moment. Not when the technology was invented, but when it became accessible to everyone.
Steam power was being experimented with for decades before James Watt made it viable for factories. The internet existed as a military and academic network before Berners-Lee’s World Wide Web made it universally accessible. Large language models existed years before ChatGPT put them in the hands of anyone with an internet connection. The invention is never the trigger. The democratization always is.
I call it the Ignition Trigger — the moment a technology crosses the threshold from experiment to scale, from restricted to universal, from the hands of the few to the hands of everyone.
Every wave followed the same logic. A technology eliminated an effort category. A population was displaced. A new layer emerged. And the compressors gained before the compressed did — every time, without exception.
The Shrinking Window
Every wave also compressed faster than the last. Millennia. Eighty years. Thirty. Fifteen. Now eight.
That number — eight — is an estimate, not a precise forecast. It is what the halving pattern produces when you extend it one wave forward. If the previous wave took fifteen years and each wave has roughly halved the window of the one before, Wave 5 gives humanity approximately eight years from start to finish. ChatGPT launched in November 2022. The window is already open. And it will not stay open.
Every wave created an adaptation window — a gap between when the compression begins and when a new layer of work takes its place. That gap is where displacement happens. It is also where the opportunity lives.
The pattern holds. What has changed is the speed — and the target. This time the compression hits cognitive labor — the thinking, writing, analysis, research, and decision-making that prior waves never touched. Every prior wave compressed physical effort and left human cognition intact. Wave 5 compresses cognition itself.
The window is open. The question is not whether it will close. Only whether you act before it does.
Every wave that compressed also elevated — a new layer of human work that didn’t exist before. Wave 5 is no different.
What follows is the evidence.
Sources & Notes
The named concepts in this chapter — Human Effort Compression Cycle, Acceleration Build-Up, and Ignition Trigger — are original to this manifesto. The evidence for the five-wave pattern is documented in Chapter 2.