The whole point is that it's supposed to be more efficient. But models are also still getting absurdly more efficient every year. 18 months is a long time right now (and 18 is only time to tape out, not operational in data centers).

Even if they stopped get more efficient right now, you would also not be able to train them against new tools/harnesses or knowledge.