SAEScientist-Bench: Can AI Agents Conduct Autonomous SAE Interpretability Research?
Whether AI agents can act as scientists utilizing SAE tools for autonomous mechanistic discovery is evaluated to establish experimental model understanding as a measurable capability for closed-loop autonomous AI R&D.