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Forty customers each want a fine-tuned model. You have eight GPUs. How do you serve that?

Compatible LoRA adapters let tenants share resident base weights. Check adapter size, KV-cache demand and traffic before sizing the replica pool.

Updated Sep 2026 · Grounded in researched DevOps, SRE and platform engineering interview loops, written to a senior-engineer editorial bar, and never padded to hit a word count.

Compatible LoRA adapters let tenants share resident base weights. Check adapter size, KV-cache demand and traffic before sizing the replica pool.

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UP NEXT ON YOUR JOURNEY

Next in this trackSpeculative decoding promises a big latency win. When does it not deliver, and what does it cost you?Next in this trackFinance wants your GPU inference service to scale to zero overnight. What do you tell them?Next in this trackYour product depends on a model API and the provider has a regional outage. What did you build beforehand?

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