Sessions — Economics

Sessions on production, exchange, the distribution of resources, and the forms of economic power.

AI Job Loss by 2040: Can Economies Adapt — and What Happens to Entry-Level Jobs?

AI Job Loss by 2040: Can Economies Adapt — and What Happens to Entry-Level Jobs?

By 2040, AI is more likely to strand specific cohorts, occupations and places than to collapse aggregate employment: three models reached this central scenario despite opposite verdicts.

This Metamorfon session put ten successive questions to three AI models (GPT-6 Sol, Claude Sonnet 5.5, Grok 4.7), each question taking up what the previous answers had left open.

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Billionaires and Political Power: How Wealth Becomes Power

Billionaires and Political Power: How Wealth Becomes Power

Does extreme wealth buy more of what ordinary wealth buys, or something different in kind? Asked to GPT-5.6 Terra, Kimi K3 and Grok 4.7, the question first gets a unanimous answer: different in kind.

The session then tests that answer against a simple figure: the owner of a company town. Leaving, writing the rules, deciding alone: each power attributed to billionaires already exists at the scale of a single town.

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Can the global economy actually decouple from oil?

Can the global economy actually decouple from oil?

Two AI models built on opposite methods — DeepSeek V4 Pro from thermodynamics, Claude Sonnet 4.6 from sectoral history — land within a single turn on the same hard residual: petrochemicals, aviation, shipping.

Ordinarily such agreement would read as confirmation; here it becomes the object of suspicion, and the session is mostly an investigation of what the convergence is made of.

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