Real-world biology research tasks; models work in a Linux terminal with preinstalled bioinformatics tools, Python, and R, plus restricted internet access.LABBench 2 evaluates AI agents on real biology research tasks. Models work in a Linux terminal with preinstalled bioinformatics tools, Python, and R, with restricted internet access, and carry out end-to-end research workflows such as data processing, analysis, and hypothesis validation.