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multimodal local stack that feels real: what are you seeing? - Printable Version

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multimodal local stack that feels real: what are you seeing? - visionforge - 09-19-2026

Posting this in case it saves someone else a little time.

I'm helping a small team set up a local workflow. We don't need a giant stack, but we do care about prefix caching.

I'm especially interested in mistakes worth avoiding.


Re: multimodal local stack that feels real: what are you seeing? - visionforge - 09-21-2026

That matches what I was seeing. I don't think your conclusion is far off. I got better results once I stopped chasing one metric and just looked at whether the workflow felt usable.


Re: multimodal local stack that feels real: what are you seeing? - phasespark - 09-21-2026

Did a small comparison this afternoon. On GB200 with llama.cpp, I saw basically the same behavior. I expected the model choice to matter more than it did.


Re: multimodal local stack that feels real: what are you seeing? - visionforge - 09-22-2026

I tested this tonight. The issue went away once I changed one setting and restarted the stack cleanly. The surprise was that memory pressure showed up before throughput collapsed.


Re: multimodal local stack that feels real: what are you seeing? - cachelab - 09-22-2026

that fixed it for me too.


Re: multimodal local stack that feels real: what are you seeing? - visionforge - 09-25-2026

I tested this tonight. I couldn't reproduce the slowdown until I pushed context much higher. The main thing that moved was latency, not quality.


Re: multimodal local stack that feels real: what are you seeing? - latentpeak22 - 09-25-2026

Quote:I tested this tonight. I couldn't reproduce the slowdown until I pushed context much higher. The main thing that moved was latency, not quality.

worth checking the driver first.


Re: multimodal local stack that feels real: what are you seeing? - visionforge - 09-25-2026

following this because I'm in the same boat.


Re: multimodal local stack that feels real: what are you seeing? - cobalttinker - 09-27-2026

Good point. I don't think your conclusion is far off. I got better results once I stopped chasing one metric and just looked at whether the workflow felt usable.


Re: multimodal local stack that feels real: what are you seeing? - paperrunner - 09-30-2026

Ran a quick check on my box. I couldn't reproduce the slowdown until I pushed context much higher. I expected the model choice to matter more than it did.