ParetoRSI-Gym: Can AI Agents Improve Language Models Across Multiple Domains?

Recursive self-improvement (RSI) requires an agentic system to design, train, and evaluate its own successor. Data-driven post-training is a central part of that loop, yet existing evaluations measure it on a single ben…