RSI AI Without New Model Weights: What Actually Improves?

A coding agent improves its editing tool. Its base model stays exactly the same. Can that count as recursive self-improvement? It can be part of the process. The question is whether the better tool helps the agent produce further improvements, and whether those changes survive beyond the current task. That's a more useful starting point for RSI AI...