Spaces:
Sleeping
Sleeping
| # Web Research Agent Architecture | |
| ``` | |
| ┌──────────────────────────────────────────────────────────────────────────────┐ | |
| │ Gradio Interface │ | |
| └───────────────────────────────────┬──────────────────────────────────────────┘ | |
| │ | |
| ▼ | |
| ┌──────────────────────────────────────────────────────────────────────────────┐ | |
| │ Research Engine │ | |
| │ │ | |
| │ ┌───────────────────────────────────────────────────────────────────────┐ │ | |
| │ │ Conversation History │ │ | |
| │ └───────────────────────────────────────────────────────────────────────┘ │ | |
| │ │ | |
| │ ┌─────────────┐ ┌─────────────┐ ┌─────────────┐ │ | |
| │ │ Researcher │◄────────────►│ Analyst │◄────────────►│ Writer │ │ | |
| │ │ Agent │ │ Agent │ │ Agent │ │ | |
| │ └──────┬──────┘ └──────┬──────┘ └──────┬──────┘ │ | |
| │ │ │ │ │ | |
| │ ▼ ▼ ▼ │ | |
| │ ┌─────────────┐ ┌─────────────┐ ┌─────────────┐ │ | |
| │ │ Search │ │ Scrape │ │ Information │ │ | |
| │ │ Rotation │ │ Website Tool│ │ Synthesis │ │ | |
| │ │ Tool │ └──────┬──────┘ └─────────────┘ │ | |
| │ └─────────────┘ │ │ | |
| │ ▼ │ | |
| │ ┌─────────────┐ │ | |
| │ │ Content │ │ | |
| │ │ Analyzer │ │ | |
| │ └─────────────┘ │ | |
| └──────────────────────────────────────────────────────────────────────────────┘ | |
| ``` | |
| ## Research Flow | |
| 1. **User Input** | |
| - User enters a query in the Gradio interface | |
| - Query is validated for legitimacy and processed by the system | |
| 2. **Query Refinement** (Researcher Agent) | |
| - Original query is analyzed and refined for optimal search results | |
| - Ambiguous terms are clarified and search intent is identified | |
| - Refined query is prepared for web search with improved keywords | |
| 3. **Web Search** (Researcher Agent + Search Rotation Tool) | |
| - Search Rotation Tool executes search using multiple search engines | |
| - Rate limiting is implemented to avoid API throttling | |
| - Search is performed with a maximum of 5 searches per query | |
| - Results are cached for similar queries to improve efficiency | |
| - Search results are collected with URLs and snippets | |
| 4. **Content Scraping** (Analyst Agent + ScrapeWebsiteTool) | |
| - ScrapeWebsiteTool extracts content from search result URLs | |
| - HTML content is parsed to extract meaningful text | |
| - Raw content is prepared for analysis and evaluation | |
| 5. **Content Analysis** (Analyst Agent + ContentAnalyzerTool) | |
| - Content is analyzed for relevance to the query (scores 0-10) | |
| - Factuality and quality are evaluated (scores 0-10) | |
| - Irrelevant or low-quality content is filtered out | |
| - Content is organized by relevance and information value | |
| 6. **Response Creation** (Writer Agent) | |
| - Analyzed content is synthesized into a comprehensive response | |
| - Information is organized logically with a clear structure | |
| - Contradictory information is reconciled when present | |
| - Citations are added in [1], [2] format with proper attribution | |
| - Source URLs are included for reference and verification | |
| 7. **Result Presentation** | |
| - Final response with citations is displayed to the user | |
| - Conversation history is updated and maintained per session | |
| - Results can be saved to file if requested | |
| ## System Architecture | |
| - **Multi-Agent System**: Three specialized agents work together with distinct roles | |
| - **Stateless Design**: Each research request is processed independently | |
| - **Session Management**: User sessions maintain separate conversation contexts | |
| - **API Integration**: Multiple search APIs with fallback mechanisms | |
| - **Memory**: All agents maintain context throughout the research process | |
| - **Tool Abstraction**: Search and analysis tools are modular and interchangeable | |
| - **Error Handling**: Comprehensive error handling at each processing stage | |
| - **Rate Limiting**: API calls are rate-limited to prevent throttling | |
| ## Technical Implementation | |
| - **Frontend**: Gradio web interface with real-time feedback | |
| - **Backend**: Python-based research engine with modular components | |
| - **Tools**: | |
| - Search Rotation Tool (supports multiple search engines) | |
| - Rate Limited Tool Wrapper (prevents API throttling) | |
| - Content Analyzer Tool (evaluates relevance and factuality) | |
| - Scrape Website Tool (extracts content from URLs) | |
| - **Deployment**: Compatible with Hugging Face Spaces for online access | |
| - **Caching**: Results are cached to improve performance and reduce API calls |