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I think the bottleneck is somewhere else. I've seen people blame KV cache pressure when the real issue was much more mundane. Could be a workload difference, but I wouldn't generalize too fast from one setup.
Apple Silicon • MLX mostly
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What worked for me was pretty simple. Start by verifying the driver/runtime combo, then test with a smaller prompt, then look at reranking.
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My first guess would be this: Before rebuilding anything, I'd test one clean baseline with Kimi and compare from there. Not glamorous advice, but repeatable baselines save a lot of time.