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Analysis

Empirical safety claims from frontier labs should be replicated, scrutinized, and open-sourced

Zac Boring September 21, 2026 1 min read
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Key takeaway

When frontier labs like Anthropic and OpenAI publish safety or alignment research, it is often entirely empirical, closed-source, and sparse on methodological details.

Why it's on PDOOM

PDOOM selected this story for its alignment & control signals: Alignment.

AlignmentFrom LessWrong AI

When frontier labs like Anthropic and OpenAI publish safety or alignment research, it is often entirely empirical, closed-source, and sparse on methodological details. While it is great that they publish these results, the status quo is that labs (or soon, their agents) can claim alignment progress that no one independently verifies. The AI safety community has replicated or stress-tested some claims, but it's nowhere near comprehensive, and we expect this kind of meta-science to remain systemat

By Zephaniah Roe

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