Ep11 Anthropic Safety Recommendation: Robustness and Future Directions

The final episode on Anthropic's AI safety research agenda covers adversarial robustness, unlearning dangerous capabilities, multi-agent governance, and synthesizes key themes for building safe AI systems.

Topics Covered

• Adversarial attacks beyond jailbreaks (corpus poisoning, website hijacking)
• Realistic harm benchmarks and differential harm measurement
• Adaptive defenses and rapid response
• Unlearning dangerous information completely
• Multi-agent governance using game theory
• Key themes: measurement, defense in depth, scaling challenges

Original Paper

https://alignment.anthropic.com/2025/recommended-directions/

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Hosted by Alex (PM at a fintech scale-up) and Thuy (AI researcher)