I think it will be closer to the latter in the end... AI tooling already breaks out the work and tasking with other agents/tools... having better optimized domain knowledge agents can only help that... 2-5 minimal queries that can be run on much lesser hardware or shared vs a massive model that takes up a lot more resources exclusively.