Ran 106 tasks through six different agent harnesses, logging over 5,000 runs, revealing a 23.8-point performance gap.

Researchers published work diagnosing failure conditions for on-policy distillation and proposed a recovery framework.

Demonstrates LLMs with autonomous search capabilities achieve 88.7% accuracy on temporal data, surpassing fine-tuned models