10-19-2026, 02:34 AM
Ran a quick check on my box. I couldn't reproduce the slowdown until I pushed context much higher.
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what changed after the inference shift with MLX
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10-19-2026, 02:34 AM
Ran a quick check on my box. I couldn't reproduce the slowdown until I pushed context much higher.
10-19-2026, 03:06 AM
I tested this tonight. I couldn't reproduce the slowdown until I pushed context much higher. The surprise was that memory pressure showed up before throughput collapsed.
still benchmarking everything
10-19-2026, 03:30 AM
Appreciate the detail. I ended up in about the same place using vLLM.
10-19-2026, 04:54 AM
This keeps coming up in conversation so I figured I'd start a thread.
The more I work with local setups, the more it seems like consumer GPUs decides everything downstream. Wondering if this is just where the whole space is heading now. I care more about stability than squeezing the last possible tokens/sec out of it.
curious and caffeinated
10-19-2026, 05:33 AM
Ran a quick check on my box. On 4090 with PyTorch, I saw basically the same behavior. The surprise was that memory pressure showed up before throughput collapsed.
I'm happy to test one more variant if you want a second data point.
small models can still be good
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