The LABBench2 benchmark evolves previous testing to measure if AI systems can perform meaningful biological work. It shifts focus from rote knowledge toward real-world scientific capabilities. Researchers use this tool to evaluate autonomous hypothesis generation and lab integration. Practitioners can now better quantify how agentic systems handle complex, domain-specific biological tasks.