Developed and delivered two key features focused on enhancing Qdrant integration across the cloudwego/eino-ext and Tencent/WeKnora repositories. Leveraging Go for backend and API development, the work introduced an embedding callback context and robust error handling to the Qdrant indexer in cloudwego/eino-ext, improving reliability during upsert operations. In Tencent/WeKnora, batch upsert processing was optimized by implementing batch handling, refining error wrapping, and reducing unnecessary imports, which streamlined data ingestion and reduced failure rates. These improvements established a more scalable and fault-tolerant vector search workflow, demonstrating strong context management and maintainable code practices within a short timeframe.