Researchers are developing autonomous agents capable of replicating scientific experiments to validate previous findings. These systems use LLMs to parse papers and execute code without human intervention. This approach targets the reproducibility crisis in academia. Practitioners can now automate the tedious verification of benchmarks, accelerating the pace of verified scientific discovery.