Self improvement of agent-1 is not achieved. Sure, people in AI labs write python code with AI, but I doubt it resulted in 50% algorithmic effiecency in training. Writing python code never was the bottleneck, if it was, AI labs could hire more people to do it. And this is core of the prediction.