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You don't need an expensive GPU to run a local LLM that actually works

… General models can largely handle most tasks, but specific LLMs designed for use in these areas can outshine larger general counterparts, unlocking more performance without touching hardware or making a single tweak. …

Apr 29, 2026 · Rich Edmonds

After a year of self-hosting LLMs, I realized the real bottleneck isn’t the GPU

… When a GPU isn't available, LLMs run entirely in system RAM. …

May 6, 2026 · Yash Patel

Your old GPU can still run big LLMs – you just need the right tweaks

… Related 7 things I wish I knew when I started self-hosting LLMs I've been self-hosting LLMs for quite a while now, and these are all of the things I learned over time that I wish I knew at the start. …

May 6, 2026 · Ayush Pande

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You don't need an expensive GPU to run a local LLM that actually works

After a year of self-hosting LLMs, I realized the real bottleneck isn’t the GPU

Your old GPU can still run big LLMs – you just need the right tweaks