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Products that do what ZSE – Open-source LLM inference engine with 3.9s cold starts does

I've been building ZSE (Z Server Engine) for the past few weeks — an open-source LLM inference engine focused on two things nobody has fully solved together: memory efficiency and fast cold starts. The problem I was trying to solve: Running a 32B model normally requires ~64 GB VRAM. Most developers don't have that. And even when quantization helps with memory, cold starts with bitsandbytes NF4 take 2+ minutes on first load and 45–120 seconds on warm restarts — which kills serverless and autoscaling use cases. What ZSE does differently: Fits 32B in 19.3 GB VRAM (70% reduction vs FP16) — runs…

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Alternatives to ZSE – Open-source LLM inference engine with 3.9s cold starts: I've been building ZSE (Z Server Engine) for the (2026) — NowFound