The app_deep_seek.py and app_llama3.2.py files use FireCrawlWebSearchTool while the initial app.py uses SerperDevTool. This inconsistency might lead to varying results depending on which application is executed. Consider standardizing the web search tool across all applications for consistency, or providing a configuration option to switch between them.