Local memory management will definitely get better in the future.

For now:

You should have at least 8 GB of RAM to run the 3B models, 16 GB to run the 7B models, and 32 GB to run the 13B models.

My personal recommendation is to get as much memory as you can if you want to work with local models [including VRAM if you are planning to be executing on GPU]