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Separating AI's Technological Problems from Its Capitalism Problems

Schneier on Securityby Bruce Schneier ()5 min read1
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Schneier and Sanders argue AI's harms stem from capitalist incentives and governance gaps, not just technical limits, urging structural reform.

Writing with Nathan E. Sanders in Tech Policy Press, Bruce Schneier argues that AI's technological problems (hallucination, sycophancy, overconfidence) must be separated from socio-political problems created by capitalist market incentives. The essay contrasts US frontier-scale, energy-intensive development with China's incentive-driven leaner open models on commodity hardware, and cites Switzerland's Apertus model - trained on licensed data using public computing and renewable hydropower - as a public-interest alternative. It contends that proposals like research pauses, data-center moratoria, and federal screening conflate technology problems with governance problems, and that society faces independent choices on both axes.

Key facts
  • Technical fixes improved guardrails, but models stay sycophantic and overconfident because incentives reward pleasing users
  • Energy costs, publisher losses, and ubiquitous deployment reflect market incentives, not technological necessity
  • China incentivizes efficient open models on commodity hardware while US labs chase frontier scale
  • Switzerland's Apertus model (licensed data, public hydropower) exemplifies democratic public-interest AI development
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From the original article

5 min read at schneier.com

This essay was written with Nathan E. Sanders, and originally appeared in Tech Policy Press . AI represents the first time we humans can do cognitive work outside of our bodies at scale.

Schneier on Security

By Bruce Schneier · schneier.com

Read the full article at Schneier on Security

A short excerpt; the article and its images belong to the publisher. Summary, key facts and assessment above are AI-written from the article and can be wrong.