I think this staying sharp is FOMO instilled by influencers and people selling guides/courses. Most of the stuff will be implemented by Anthropic, OpenAI etc.
You can run local models but it is like playing matchbox cars in your backyard and imagining you will be F1 driver some day.
Big guys have APIs you pay for to do serious work that’s all you need to know.