The best way to pace the AI frontier is to hold labs fully liable for their models' behavior.

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Our reading — they may agree, disagree or merely touch the same thing. Closest first: a shared subject counts for most, then how near the wording is.

• There is no private evidence behind frontier-lab confidence in fast AI progress; the evidence is public and outsiders have simply not absorbed it. MBMiles Brundage20 Dec 2024similar wording
• Frontier AI systems cannot be presumed safe unless proven unsafe; developers must bear the burden of proof that risks stay within acceptable limits. YBYoshua Bengio26 Oct 2023similar wording
• Nonproliferation is the wrong frame for AI misuse; the workable strategy is to use the gap before a capability spreads to build defences against it. HTHelen Toner5 Apr 2025similar wording
• Frontier AI labs improve via a flywheel of getting the smartest people on leading models, then distilling their inputs, model outputs, and synthetic data, with users locked in by mutual competition. NRNaval Ravikant10 Sept 2026similar wording
• There is far less trade-off than people assume between a safer AI race and widely shared gains: a big lead can be held by a widely owned public company. PTPhil Trammell4 Jun 2026similar wording

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