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LessWrong AIPublished: Apr 2, 2026, 04:00 JST1 min read

New gamified auditing tool called 'Sentinel' aims to combat human fatigue in AI safety oversight by making transcript review engaging and rewarding.

New gamified auditing tool called 'Sentinel' aims to combat human fatigue in AI safety oversight by making transcript review engaging and rewarding.

3 Key Points

  1. AI control research has assumed humans can perfectly audit AI transcripts for deceptive behavior, but auditors face fatigue and distraction limitations

  2. Sentinel gamifies the audit process with level systems, achievements, power-ups, and tokens to increase human auditor productivity and engagement

  3. The developers claim to have achieved safety and usefulness without trade-offs, a rarity in AI control product development

  4. The tool uses game mechanics like token rewards and progression systems to make reviewing boring transcripts more stimulating and effective

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