It was an inevitability. Unfortunately Oppenheimer was a fool when it came to politics. In game theory terms, the perceived benefits of "defecting" were too large.

The military mostly only developed more powerful nukes because early delivery and guidance systems were so inaccurate that they needed a large blast radius to hit anything. Once enabling technologies improved, R&D shifted from power to accuracy.