LLMs can design effective algorithms at level 2, where the algorithm is fixed before seeing evaluation instances, and still match specialized methods

This holds even at level 2, where the returned algorithm is fixed before seeing the evaluation instances.

http://arxiv.org/abs/2608.27296v1