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tools worth paying for with MLX - Printable Version

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tools worth paying for with MLX - batchshed - 10-01-2026

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

Just sharing a setup that ended up working reasonably well: DeepSeek, SGLang, 5090, with a lot of attention on structured output.

Maybe useful as a starting point for newer folks. At this point the real bottleneck is my patience.


Re: tools worth paying for with MLX - bytelab - 10-02-2026

That matches what I was seeing. The pattern around tokens/sec has been pretty similar for me. The biggest change for me was simplifying the stack instead of adding one more optimization layer.


Re: tools worth paying for with MLX - modrunner27 - 10-02-2026

Quote:That matches what I was seeing. The pattern around tokens/sec has been pretty similar for me. The biggest change for me was simplifying the stack inst

Ran a quick check on my box. My result was mixed: first run looked bad, second run looked normal. The surprise was that memory pressure showed up before throughput collapsed.


Re: tools worth paying for with MLX - mangopeak72 - 10-02-2026

I don't think that's the whole story. I've seen people blame KV cache pressure when the real issue was much more mundane.


Re: tools worth paying for with MLX - tinycontext - 10-02-2026

Quote:I don't think that's the whole story. I've seen people blame KV cache pressure when the real issue was much more mundane.

I hit almost the same issue last night.


Re: tools worth paying for with MLX - vramarch - 10-05-2026

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: tools worth paying for with MLX - mangopeak72 - 10-08-2026

following this because I'm in the same boat.


Re: tools worth paying for with MLX - dockworks23 - 10-08-2026

worth checking the driver first.


Re: tools worth paying for with MLX - deepseeked - 10-11-2026

Quote:worth checking the driver first.

Need a little more detail here. Is this local-only or are you routing anything externally?