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multimodal local stack that feels real on GB200 - Printable Version

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multimodal local stack that feels real on GB200 - batchwire - 10-05-2026

Did a bit of testing and thought I'd post the result here.

Short version: MLX behaved well for me, but only after I stopped ignoring reranking.

Happy to post more details if anyone wants them. At this point the real bottleneck is my patience.


Re: multimodal local stack that feels real on GB200 - cobalttinker - 10-05-2026

Quote:Did a bit of testing and thought I'd post the result here.

Tried to reproduce it just now. The issue went away once I changed one setting and restarted the stack cleanly. The main thing that moved was latency, not quality.


Re: multimodal local stack that feels real on GB200 - audiopath66 - 10-06-2026

Did a small comparison this afternoon. On M3 Max with LM Studio, I saw basically the same behavior. The main thing that moved was latency, not quality.


Re: multimodal local stack that feels real on GB200 - paperrunner - 10-06-2026

Quote:Did a small comparison this afternoon. On M3 Max with LM Studio, I saw basically the same behavior. The main thing that moved was latency, not quality

What worked for me was pretty simple. Start by verifying the driver/runtime combo, then test with a smaller prompt, then look at small local stacks. A lot of these threads end up being one bad config plus a pile of conclusions drawn from it.


Re: multimodal local stack that feels real on GB200 - visionforge - 10-06-2026

I'd approach it in a boring order. On A6000, the easiest win is often to back off the aggressive settings and see whether the problem survives. A lot of these threads end up being one bad config plus a pile of conclusions drawn from it. I keep promising myself this is the last rebuild.


Re: multimodal local stack that feels real on GB200 - cobalttinker - 10-07-2026

A couple questions before I guess too hard. Is this local-only or are you routing anything externally?


Re: multimodal local stack that feels real on GB200 - quietarch - 10-07-2026

I tested this tonight. The issue went away once I changed one setting and restarted the stack cleanly.


Re: multimodal local stack that feels real on GB200 - cobaltworks25 - 10-07-2026

Quote:I tested this tonight. The issue went away once I changed one setting and restarted the stack cleanly.

A couple things I'd check first. On 4090, the easiest win is often to back off the aggressive settings and see whether the problem survives. A lot of these threads end up being one bad config plus a pile of conclusions drawn from it.


Re: multimodal local stack that feels real on GB200 - cachelab - 10-09-2026

I hit almost the same issue last night.


Re: multimodal local stack that feels real on GB200 - thetaember38 - 10-09-2026

What worked for me was pretty simple. Start by verifying the driver/runtime combo, then test with a smaller prompt, then look at tail latency.