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few-shot when you actually need it: setup advice
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Did a bit of testing and thought I'd post the result here.

I tried this with Phi using MLX on 4090. The headline result was better than I expected, but speculative decoding still ended up being the limiting factor.

Nothing scientific here, just practical notes from a real setup.

My use case is pretty ordinary: local chat, some document work, and occasional batch jobs.

The part that surprised me was how much the boring details mattered more than the model choice.
learning in public
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few-shot when you actually need it: setup advice - by mintstation99 - 10-17-2026, 06:48 PM

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