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[ARTICLE · art-120949] src=forum.level1techs.com ↗ pub= topic=ai-infrastructure verified=true sentiment=· neutral

AI system for my business

A business owner reports that their EVO-X3 AI box, set up with help from Claude, runs the Qwen3.8 Flash-Nect model for quick responses but slows under high request loads, while the larger model performs without issue. They are considering adding a GPU card to speed up the smaller model or support more concurrent instances.

read1 min views3 publishedSep 3, 2026
AI system for my business
Image: Forum (auto-discovered)

I purchased a EVO-X3 and I used Claude to replace the calls to the API with calls to this new box. From my website. I started with Windows and got it to work. Using the Claude responses as a way to figure out which models would even pass an acceptance test, then focused on performance. I got Claude to setup Linux which I was surprised how smoothly it went. I have settled on Qwen3.8 Flash-Nect. Did need Claude to work for almost a day to get it to work I use a smaller model for the quick response I need. It does work. Where it does not work so well when lots of request come in. Can take a long time. Interested in adding a GPU card to run the smaller model faster or allow more instances to run. Is this a good solution?

I should have said the larger model does not have this issue only the smaller model. This is ment to be fast and many users using. The one I am usingg is the Qwen3.6 27B 3A expert one. May have got the name wrong.

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