TOPIC HUB // 6 ESSAYS

AI Economics

Capability is commoditizing; the cost curve is the frontier. These essays trace the shift from competing on model capability to competing on useful intelligence per joule — and what that does to margins, infrastructure and strategy.

→ Joule Wars — the canonical definition

AI Economics··6 min

Capability Is Commoditizing. Cost Is the Frontier.

The moment a capability stops being scarce, the market reprices around delivery, not intelligence. Capability is commoditizing; cost is the new frontier.

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Joule Wars··6 min

The Humanoid Robot Is the Ultimate Joule Wars Battlefield

A humanoid carries its entire energy budget on its back. Batteries improve a few percent a year; compute-per-watt improves exponentially. The only scalable lever left is the efficiency of intelligence itself.

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AI Economics··7 min

The Social Permission to Burn Tokens

AI won't lose legitimacy for being imperfect. It'll lose it when its energy curve outgrows its impact. The next phase earns trust, not attention.

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AI Economics··8 min

OpenAI Is GPU-Constrained, Not Demand-Constrained

OpenAI isn't running out of money. It's burning capital to capture the dominant inference surface before models commoditize. The real constraint is GPUs, power, and grid capacity.

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AI Infrastructure··7 min

The Biggest Customer Becomes the Competitor

OpenAI went from design to silicon in nine months and pointed it straight at Nvidia. When the compute bill gets big enough, the biggest customer always becomes the next competitor.

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Enterprise AI··8 min

Models Are Commodities. Clean Data Is Not.

Your agent made headlines. Did it make money? Trillions in market cap sit silent while startups chase likes. Models are commodities; clean data isn't.

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OTHER TOPICS

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Every essay here is published first at piszczek.pl. Follow along on LinkedIn or Substack.

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