Inference Engineering Is Just a Recipe: vLLM/SGLang, Replicas, Cache-Aware Routing

GabGarrett · x · 2026-09-03

Responding to hype about "learning inference engineering" (job postings up 163% YoY, $250K average salary), minhash argues there's little to learn: get GPUs, stand up vLLM or sglang (recipes included), run multiple replicas per node, add a cache-aware router (sglang's built-in one works), use LMCache so replicas see cache hits under load, and put a gateway in front of replicas on heterogeneous compute. The stack is rapidly becoming standardized.

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