Refactor main_v2.py to update task formatting for dual answer requests, enhancing response structure. Implement error handling for JSON parsing in agent results, ensuring robust output. Add unit tests in test_questions.py to validate succinct answer accuracy against expected values. Remove unused extract_final_answer utility from utils.py, streamlining the codebase.

Update SmartSearchTool to utilize Wikipedia API for content retrieval, enhancing search functionality. Refactor methods for cleaning and formatting Wikipedia content, and update requirements.txt to include new dependencies such as beautifulsoup4 and markdown.

Refactor SmartSearchTool in tool.py to improve logging and variable naming for web search results. Update return statements to ensure consistency in terminology, enhancing clarity in the output messages.

Update requirements.txt to add new dependencies for enhanced functionality, including kagglehub, langchain, and llama-index packages. Refactor SmartSearchTool in tool.py to replace Wikipedia search with a webpage visiting approach, improving content retrieval from web search results. Update tool description and logging for better clarity and usability.

Add main function to tool.py for direct execution of SmartSearchTool. Implement logging and command-line argument handling for search queries, enhancing usability and testing capabilities.

Refactor main_v2.py to remove unused tools and agents, replacing them with the new SmartSearchTool for improved search functionality. Update prompt template loading to use the modified YAML file. Clean up imports and enhance overall code organization for better maintainability.

Enhance agent functionality in main_v2.py by adding WikipediaSearchTool and updating DuckDuckGoSearchTool and VisitWebpageTool parameters. Modify agent initialization to accommodate new tools and increase max results and output length. Update requirements.txt to include Wikipedia-API dependency. Refactor imports for better organization across agent modules.

Refactor agent structure by modularizing agent implementations into separate directories for web, data analysis, and media agents. Remove legacy code from agents.py, prompts.py, and tools.py, enhancing maintainability. Update main_v2.py to reflect new import paths and agent initialization. Add new tools for enhanced functionality, including web searching and data extraction. Update requirements.txt to include necessary dependencies for new tools.