Inference
vision-language models on consumer gear on mini PC - Printable Version

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vision-language models on consumer gear on mini PC - audiopath66 - 10-05-2026

Thought I'd post a small recipe because a lot of threads ask similar things.

Maybe useful as a starting point: llama.cpp on A6000, keeping prefix caching in mind from the start.

If someone wants the exact settings I can clean them up and post them.

For context, I'm not chasing leaderboard numbers. I mostly want the system to feel consistent day to day.


Re: vision-language models on consumer gear on mini PC - thetaember38 - 10-05-2026

I'd approach it in a boring order. If you're on Ollama, I'd confirm the version first and then reduce variables until the behavior is obvious.