Self-adaptive reasoning for science

Unlocking self-adaptive cognitive behavior that is more controllable and explainable than reasoning models in challenging scientific domains
Long-running LLM agents equipped with strong reasoning, planning, and execution skills have the potential to transform scientific discovery with high-impact advancements, such as developing new materials or pharmaceuticals. As these agents become more autonomous, ensuring effective human oversight and clear accountability becomes increasingly important, presenting challenges that