Chinese Adaptation Solution
Although the article mentions support for Chinese commands, the following optimizations may be needed for practical use:
- Model Selection::
- Replace OpenAI with a model that has better Chinese language support such as Claude or ERNIE.
- Verify that the API endpoint in use deploys a multilingual model
- Command optimization::
- Use clear "action + goal" sentences, e.g., "Open Notepad" instead of "I want to use a text editor".
- Use English key names for important parameters (e.g.
command(Maintain English)
- Localization Adaptation::
- Development of a Chinese command mapping tool to convert natural language to standard commands
- Special handling of window title recognition for Chinese software
- Feedback mechanisms::
- Real-time correction of misinterpretations using a human-computer collaboration model
- Create a knowledge base of Chinese commands for AI reference
Typical troubleshooting process: test basic English commands first → gradually increase Chinese complexity → analyze error logs → targeted optimization. Basic functions such as "open software" can be realized first, and then gradually extended to complex document processing scenarios.
This answer comes from the articleLangGraph CUA: LangGraph-based AI Intelligence for Controlling Computer OperationsThe
May not be reproduced without permission:AI productivity tools " How to overcome the problem of inaccurate command understanding of LangGraph CUA in Chinese environment?
