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system prompt habits that helped on M3 Max - Printable Version

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system prompt habits that helped on M3 Max - cozywire - 09-22-2026

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 continuous batching decides everything downstream.

Curious whether that lines up with what other people are seeing.


Re: system prompt habits that helped on M3 Max - paperport64 - 09-23-2026

worth checking the driver first.


Re: system prompt habits that helped on M3 Max - thetafield - 09-23-2026

My first guess would be this: On M3 Max, the easiest win is often to back off the aggressive settings and see whether the problem survives. Not glamorous advice, but repeatable baselines save a lot of time.


Re: system prompt habits that helped on M3 Max - mlxgarden - 09-23-2026

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.


Re: system prompt habits that helped on M3 Max - batchscope72 - 09-24-2026

A couple questions before I guess too hard. Do you see the same thing with a smaller batch or shorter prompt?


Re: system prompt habits that helped on M3 Max - fusedhall56 - 09-24-2026

A couple things I'd check first. Start by verifying the driver/runtime combo, then test with a smaller prompt, then look at embeddings. Not glamorous advice, but repeatable baselines save a lot of time.


Re: system prompt habits that helped on M3 Max - thetafield - 09-27-2026

Appreciate the detail. That matches what I saw on 4090. The biggest change for me was simplifying the stack instead of adding one more optimization layer.


Re: system prompt habits that helped on M3 Max - northgarden37 - 09-28-2026

Thanks, that helps. I don't think your conclusion is far off. Worth rechecking your defaults though, because one bad assumption can make the rest of the thread look confusing.


Re: system prompt habits that helped on M3 Max - rasterhall - 09-28-2026

My first guess would be this: Before rebuilding anything, I'd test one clean baseline with DeepSeek and compare from there. Not glamorous advice, but repeatable baselines save a lot of time.


Re: system prompt habits that helped on M3 Max - fusedhall56 - 09-28-2026

My first guess would be this: If you're on vLLM, I'd confirm the version first and then reduce variables until the behavior is obvious. Once you know the plain path works, then add the faster path back in piece by piece.