Integration order
- Run a direct SDK request.
- Configure the compatible base URL in LangChain.
- Set the exact public model name.
- Add callbacks for request and cost visibility.
- Test tools and streaming independently.
Version-specific configuration
LangChain package names and constructor options change. Follow the current LangChain documentation for the installed version and keep the Qingheng-specific values in environment configuration.
Common questions
Is the API compatible with the OpenAI SDK?
The public gateway follows the OpenAI-compatible chat completions pattern. Confirm model-specific features in the live catalog and documentation before production rollout.
Where do model availability and prices come from?
Public model pages read the active catalog exposed by the service. A model is not presented as available merely because its name appears in an article.