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What evidence would make the risk look more serious?

The debate should move when evidence moves.

Several developments would materially increase concern:

  • AI agents that can operate reliably for days or weeks on complex goals without human correction.
  • Repeated evidence that systems strategically conceal capabilities or manipulate evaluations.
  • Reliable autonomous replication or unauthorized resource acquisition in realistic environments.
  • Major improvements in offensive cyber capability that exceed skilled human baselines across full attack chains.
  • Strong evidence that AI access substantially increases real-world biological threat capability beyond existing resources.
  • Widespread deployment of frontier systems with broad permissions inside critical infrastructure and weak monitoring.
  • AI systems making or executing high-consequence military decisions at speeds that eliminate meaningful human intervention.
  • Safety evaluations consistently failing to predict dangerous behavior after deployment.

Notice how specific these signals are. None requires guessing whether a model has a soul. They are empirical questions about capability, access, behavior, and control.

This is one section of a comprehensive guide.

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