detect_provider

Auto-detect provider from model name.

Intentionally duplicates a subset of LangChain's _attempt_infer_model_provider because we need to resolve the provider before calling init_chat_model in order to:

1. Build provider-specific kwargs (API base URLs, headers, etc.) that are passed into init_chat_model.
2. Validate credentials early to surface user-friendly errors.