Serve Your Own Fine-Tuned Models on Managed Inference
· 5 min read
Managed Inference already gives you an open-weight LLM running on a dedicated EU GPU in Helsinki, served by vLLM behind an OpenAI-compatible endpoint, reached as foundrydb_managed/<model> with an fdb-inf key and wrapped in rate limits, token ceilings, EU residency, and GPU-hour metering. That is a great base model. It is not your model.
Today it can be. You can now serve your own LoRA fine-tuned adapters on that same managed GPU, live, with no restart. The base model stays loaded, your fine-tunes load alongside it, and each one answers on the same endpoint under the same governed controls. Your weights and your fine-tunes never leave EU infrastructure.