GRNBox

Can an AI scientist reconstruct an unfamiliar regulatory system from experimental feedback alone?

Across three hidden systems, agents choose perturbations within a fixed budget, observe their effects, and use the evidence to infer each world's direct-effect matrix.

Dry oracle Because we write and conceal each system's rule, we can measure exactly what an agent discovered — not just whether it learned to score well.