What does Sherpa Labs do?
Sherpa Labs builds reinforcement-learning environments for knowledge work, starting with finance, coding, and quant research, with each environment built by experienced practitioners from firms like Blackstone, Vista Equity Partners, and General Atlantic. It sells these environments, evaluations, and preference data to frontier AI labs, and has published benchmarks (megafund-bench-1, prod-bench-1) showing how far current models are from reliable long-horizon professional work.