Carnegie Mellon researchers and US Department of Energy national lab scientists built the “Into the Unknown” benchmark: nine agents got papers, code, data, and follow-up directions across 15 tasks from ten researchers in quantum computing, plasma physics, chemistry, materials science, and scientific