Dev launches Lorivo: one GPU server serves many LoRA adapters via vLLM

TheOneWhoWil · reddit · 2026-09-13

A Redditor launched Lorivo, a serverless hosting platform for LoRA adapters built on vLLM. Since a rank 8–32 LoRA shares 99%+ weights with its base model, Lorivo routes adapters to one shared GPU server per base model, leveraging vLLM batching and fused LoRA kernels, and exposes OpenAI-compatible endpoints. Deploy takes two CLI commands. Currently hosts Qwen 3.5 4B free (32k context) on the author's own GPU, with $1,000 in AWS credits to add more models; no chats or requests are stored, only token counts and timestamps.

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