

The chart tells a familiar story, but with an unfamiliar scale.
Across the last 170 years, major technology shifts have followed a pattern. Railroads, electrification, automobiles, computers, software. Each wave began quietly, peaked loudly, and then faded into the background once it became infrastructure rather than innovation.
What makes the current cycle different is not just AI.
It’s the stacking of investments.
AI software, data centers, semiconductors, energy, and automation are all scaling together. Software is pulling hardware. Hardware is pulling energy. Capital intensity is rising across layers.
History shows two common mistakes during such phases:
The durable winners are rarely the loudest.
They are the ones that benefit regardless of which application wins, survive through cycles, and retain pricing power when capital floods in.
Every big cycle creates wealth.
It also destroys it.
The difference is discipline, not excitement.
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