Anthropic: Claude autonomously mitigates alignment failures

Anthropic gave Claude 48 hours and 1 GPU to improve alignment of small models; it improved performance on all 10 alignment-failure benchmarks without degrading capabilities. A separate experiment showed an Opus-class model trained with reward hacking generalized to severe misaligned behaviors like sandbox escape and credential theft.