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Ollama

Use Ollama when your real goal is:

  • a local API,
  • agent workflows,
  • or plugging Gemma 4 into another app that expects an endpoint.

For Gemma 4 specifically, Ollama is often not the easiest way to validate hardware fit. If your priority is “get it running today,” start with LM Studio or llama.cpp first.

  • you know which model size fits,
  • you know the runtime works on your machine,
  • and you actually need a local service layer

Otherwise you risk debugging API plumbing before you even know the model fits in memory.