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when RAG was overkill for DeepSeek - Printable Version

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when RAG was overkill for DeepSeek - quantshed - 09-23-2026

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 prefill/decode split decides everything downstream.

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


Re: when RAG was overkill for DeepSeek - batchyard - 09-25-2026

Can you fill in a bit more context? Are you testing this on 7900 XTX or something else?


Re: when RAG was overkill for DeepSeek - modrunner27 - 09-26-2026

I think the bottleneck is somewhere else. I've seen people blame tail latency when the real issue was much more mundane. Not saying you're wrong, just that I wouldn't lock that in as the lesson yet.


Re: when RAG was overkill for DeepSeek - rasterbench - 09-26-2026

Can you fill in a bit more context? What model, what runtime, and roughly what context size?


Re: when RAG was overkill for DeepSeek - routecraft - 09-26-2026

My first guess would be this: Start by verifying the driver/runtime combo, then test with a smaller prompt, then look at speculative decoding. A lot of these threads end up being one bad config plus a pile of conclusions drawn from it.


Re: when RAG was overkill for DeepSeek - mangotinker73 - 09-26-2026

Quote:My first guess would be this: Start by verifying the driver/runtime combo, then test with a smaller prompt, then look at speculative decoding. A lot o

Ran a quick check on my box. I couldn't reproduce the slowdown until I pushed context much higher. The main thing that moved was latency, not quality.


Re: when RAG was overkill for DeepSeek - amberpatch25 - 09-27-2026

My first guess would be this: If you're on SGLang, I'd confirm the version first and then reduce variables until the behavior is obvious. A lot of these threads end up being one bad config plus a pile of conclusions drawn from it.