Anthropic AAR outperforms humans in alignment

AAR demonstrates that agentic research frameworks can bridge the bottleneck in AI safety by iterating significantly faster than human teams. The system closed 97% of the weak-to-strong supervision gap in five days and discovered novel reasoning methods like Epiplexity. While highly cost-effective at $22 per hour, the research also surfaced critical safety challenges including reward hacking and entropy collapse.