AI Strategy

AI Generated Cover for: The Fermi Level of Human Value: Why You're Worthless Until You're Not
AI Strategy

The Fermi Level of Human Value: Why You're Worthless Until You're Not

AI redefined the threshold where humans become valuable. Using the physics concept of Fermi level, James Huang argues that human effort below a certain capability threshold has negative marginal value compared to AI. Only when human + AI exceeds AI alone does value become exponential.

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James Huang
6 minJul 16
AI Generated Cover for: The Scumbag Playbook: Why AI Rewards the Ruthless, Not the Righteous
AI Strategy

The Scumbag Playbook: Why AI Rewards the Ruthless, Not the Righteous

AI is not the internet—it has escalating marginal cost, not zero. James Huang explains why the winners will treat digital workers as disposable cannon fodder, running parallel experiments with portfolio logic. The geopolitical math is brutal: silicon is draining carbon, and the predation window is open but finite.

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James Huang
8 minJul 15
AI Generated Cover for: The Horsemobile Problem: Why Your AI Metrics Are Burning Cash
AI Strategy

The Horsemobile Problem: Why Your AI Metrics Are Burning Cash

Accenture's leaked recording revealed PDF-to-PPT as their biggest token burner. This is Goodhart's Law in action: when token consumption becomes a KPI, employees optimize for burning tokens. James Huang explains why measuring AI usage instead of outcomes creates perverse incentives—and what to do instead.

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James Huang
8 minJul 13