Observed

Source-reviewed: dominant local LLM runtime; every major local-first agent framework in the corpus (Goose, Continue, AnythingLLM) treats Ollama as the default inference backend; onboarding is a single `ollama` command; cold start is 18-41% faster than vLLM on 7B models. No material contradiction for the single-user local use the label fronts.