Use case guides

Walkthroughs for actually shipping open LLMs.

How to Self-Host a Coding Assistant with an Open LLM

Step-by-step setup of a private code assistant using DeepSeek Coder V3 or Llama 4 on your own GPU.

How to Build Private RAG on Internal Docs with an Open LLM

Set up retrieval-augmented generation over your company's docs using Command R+ 2 or InternLM 3 — without sending data to OpenAI.

How to Pick an Open LLM for EU AI Act Compliance

Which open LLMs satisfy the EU AI Act's transparency and provenance requirements for general-purpose AI? A practical decision guide.

How to Replace Claude or GPT with an Open-Source LLM

A migration playbook: which open model maps to which closed model, what breaks, and how to shadow-test before switching.