Refactoring/Enhancement 작업하기 - 필드에서 사용하는 꿀팁 대 방출, 잘 안되면 일단 껐다 켜 보기 ;)
2024. 9. 2. 09:13 |
https://youtu.be/N4t-YQufGLg?si=ySA0Toof6Ng69APf
Today, I focused on refining the AI web application we previously developed by undertaking some critical refactoring and implementing enhancements.
The refactoring work addressed an issue where session_state in Streamlit was unintentionally sharing message data across different pages. By ensuring that shared API keys are used consistently while individual messages are managed separately, the application now functions more reliably across various pages.
On the enhancement side, I expanded the application's capabilities by integrating OpenAI's ChatGPT alongside Anthropic's Claude, offering more flexibility in model usage.
In addition to these improvements, I also covered some practical tips for developers. These include committing changes in Visual Studio Code, pushing updates to GitHub, and using GitLens to compare local and server-side files. These insights are grounded in real-world scenarios and are essential for efficient development workflows.
Moreover, you'll see how to methodically troubleshoot when results don't match expectations—a vital skill in any developer's toolkit.
As part of my journey into LangGraph, I also combined the Quick Start tutorial code with Streamlit to create an interactive web page. This integration serves as an excellent example of adding tools to enhance LangGraph functionality.
Lastly, I've left one error in the code as a challenge for you to solve before our next session. It’s an excellent opportunity for us to explore problem-solving together.
Check out the full video here: https://youtu.be/N4t-YQufGLg?si=uPlA2xqlUDUZFrgw
