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Library/ Deployment & LLMOps/ Module 5 · Project 4: Production Architecture for GenAI and Agent Systems (capstone)/ 5.4 Self-hosted models (glimpse)

subtopic

When to serve your own model

10 min applied30 min research2 curated resources

Learn when self-hosting an open model makes sense (data must stay in-house, very high volume, a fine-tuned small model) and how: a vLLM server on a GPU machine with an OpenAI-compatible API, behind your gateway, with autoscaling and a fall-back to an API model. Compare cost per 1,000 requests with your API bill.

Builds on: 5.7 Deploy

Notes, key code, what to skip and 2 curated resources are inside the platform.Join the waitlist and we'll build you a roadmap that includes this topic only if your goal needs it.

When to serve your own model · 1x1labs.ai