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Evaluators and safety organisations · Blog post · Redwood Research

Capabilities research expands the safety-usefulness Pareto frontier too

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Outline · 68 paragraphs

  1. How does research affect the Pareto frontier?¶10
  2. RLVR research that mainly enables improved usefulness, at the expense of safety¶25
  3. Inference research that enables somewhat substantial safety improvements¶31
  4. A plausible case in which capabilities research would be an effective safety intervention¶37
  5. Conclusion¶44
  6. Appendix A: Reasons why capabilities research might be bad when “burning the lead”¶47
  7. Appendix B: Further notes about ways in which this model is wrong¶51