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Safety and alignment

Hendrycks and Mazeika publish a structured AI x-risk analysis method

The paper adapts established hazard analysis and systems-safety concepts to advanced AI, proposes X-Risk Sheets for assessing safety research, and warns that safety work can backfire when it improves general capabilities more than control.

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CURRENT ASSESSMENT · REVISION 1
AWAY FROM DOOM16confidence 68/100

Why it moved the index

The framework directly expands advanced-AI safety capacity by translating mature hazard-analysis practices into a repeatable method for identifying failure modes and checking whether proposed safety research improves the safety-to-capability balance.

Assessment history

  1. R1
    Away 16 · confidence 68

    Initial inclusion from the fully reviewed, dated paper during Dan Hendrycks historical backfill.

    13 Aug 2026

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  1. DoomBench assesses “Hendrycks and Mazeika publish a structured AI x-risk analysis method” as evidence moving away from doom, with magnitude 16 and confidence 68 out of 100 in the safety and alignment category.

  2. The DoomBench assessment of “Hendrycks and Mazeika publish a structured AI x-risk analysis method” is based on reporting from arXiv and records the editorial rationale, source quality, attribution, and revision history.

  3. DoomBench summarizes “Hendrycks and Mazeika publish a structured AI x-risk analysis method” as follows: The paper adapts established hazard analysis and systems-safety concepts to advanced AI, proposes X-Risk Sheets for assessing safety...

    https://www.doombench.com/news/hendrycks-and-mazeika-publish-a-structured-ai-x-risk-analysis-method-2022-06-13