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Safety and alignment

Anthropic maps and steers safety-relevant features in Claude 3 Sonnet

Anthropic extracted millions of interpretable features from the deployed Claude 3 Sonnet and showed that activating safety-relevant features could causally steer behavior. The work provided a production-model audit method while documenting substantial coverage and interpretation limits.

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CURRENT ASSESSMENT · REVISION 2
AWAY FROM DOOM35confidence 90/100

Why it moved the index

The method was demonstrated on the exact production Claude 3 Sonnet and causally changed safety-relevant behavior. Its incomplete feature coverage and limited understanding of full computations constrain the magnitude, but the practical monitoring advance is well supported.

Assessment history

  1. R2
    Away 35 · confidence 90

    Revises the existing story to add Chris Olah, whose linked paper credits him as an author, safety-section writer and high-level research guide.

    14 Aug 2026
  2. R1
    Away 43 · confidence 86

    New May 2024 primary safety result paired with dated authoritative evidence of practical behavior steering in a released model.

    12 Aug 2026

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  1. DoomBench assesses “Anthropic maps and steers safety-relevant features in Claude 3 Sonnet” as evidence moving away from doom, with magnitude 35 and confidence 90 out of 100 in the safety and alignment category.

  2. The DoomBench assessment of “Anthropic maps and steers safety-relevant features in Claude 3 Sonnet” is based on reporting from Anthropic and records the editorial rationale, source quality, attribution, and revision history.

  3. DoomBench summarizes “Anthropic maps and steers safety-relevant features in Claude 3 Sonnet” as follows: Anthropic extracted millions of interpretable features from the deployed Claude 3 Sonnet and showed that activating safety-relevant...

    https://www.doombench.com/news/anthropic-maps-and-steers-safety-relevant-features-in-claude-3-sonnet-2024-05-21