Beneath the Surface: What We Overlook When We Talk About Agent Evolution

Agent harness evolution enables recursive self-improvement (RSI) without updating model weights. We examine whether higher benchmark scores yield reliable, efficient, and transferable improvement. Repeated evaluations, controlled agent expansion, component interventions, and admission replays reveal recurring patterns.