RAM is the single biggest upgrade you can make for a self-hosted AI environment.
Good for 7B models and moderate multitasking.
If you want larger context windows or multiple containers, 64GB prevents bottlenecks.
See complete hardware guide: Best AI + Cyber Lab Hardware
Disclosure: As an Amazon Associate I earn from qualifying purchases.