AI safety researcher: labs are at 'slapdash empirics' level, three tiers below aerospace-grade rigor

geoffreyirving · x · 2026-10-23

Geoffrey Irving lays out four increasing levels of safety rigor — slapdash empirics (where AI labs are now), system safety (aviation/nuclear), conditional proofs (cryptography-style), and unconditional proofs — arguing that aligning AI requires somewhere in levels 2–4, though nobody knows exactly where. He also recounts a debate with a lab safety leader who described their strategy as 'holding down the fort': patching RL environments until a pause becomes possible in a few years or AI research can be handed to AIs.

Related event: DeepMind researcher says AI safety is still crude empiricism, far from rigorous standards(4 posts)→

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