Researcher weighs local hardware after RunPod costs keep rising on small LLM runs

lupodevelop · reddit · 2026-07-28

A Reddit user says small-scale LLM research has become too expensive on RunPod, with crashes, OOM errors, and debugging time effectively burning money.

They are considering buying or building a local machine for sub-10B to 14B training and fine-tuning work, asking what local setups and budgets people use, and whether compact desktop AI boxes are actually worth it or just expensive traps.

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