Can AI Agents Do Real Science?

Within SciAgentGym, an agent demonstrates the capacity to navigate a complex chemistry task not through direct programming, but by orchestrating specialized tools, recovering from inevitable failures, and ultimately synthesizing a final output - a process reflecting the emergent behavior characteristic of growing systems rather than engineered ones.

Researchers introduce a new benchmark and environment to rigorously test the ability of artificial intelligence to perform complex, multi-step scientific reasoning using external tools.