2.5 tok/s separates this run from the next place.
What limits this computer first.
See the main constraint, the evidence behind it, and why the recommendation focuses there.
This run had 6.4 GB available for model data. That is enough for smaller local AI tasks, but larger coding and reasoning models run out of room before speed becomes the main problem.
Bigger coding and reasoning families run out of room before speed becomes the main issue.
Smaller local AI tasks should already run comfortably on this computer.
That is the most direct way to move from smaller models to larger ones.
More graphics memory would unlock larger models more reliably than simply choosing a faster GPU with the same memory capacity.


