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Created multi research agent

Open Asquarer02 opened this issue 8 months ago • 2 comments

Enhanced Deep Research Agent with Multi-Agent Architecture

Overview

This pull request introduces an enhanced version of the deep research agent that implements a multi-agent architecture with intelligent handoffs and specialized tools. The system provides a comprehensive research solution with interactive clarification, autonomous planning, and structured report generation.

Key Features

1. Multi-Agent Architecture

  • Clarification Agent: Generates targeted questions to better understand research needs
  • Planner Agent: Creates strategic search plans with reasoning and expected focus
  • Search Agent: Performs focused web searches using WebSearchTool
  • Writer Agent: Synthesizes information into comprehensive, well-structured reports

2. Enhanced Research Process

  • Interactive clarification workflow to refine research scope
  • Autonomous search planning with strategic reasoning
  • Real-time web search capabilities with concise summarization
  • Comprehensive report generation with structured outputs
  • Progress tracking and status updates

3. Technical Improvements

  • Asynchronous processing for efficient operations
  • Pydantic models for robust data validation
  • Structured output formats for each agent
  • Dark mode friendly UI with modern styling
  • Seamless agent handoffs and coordination

4. User Interface

  • Modern, responsive design with dark mode support
  • Step-by-step workflow guidance
  • Clear progress indicators
  • Interactive input/output sections
  • Real-time updates and feedback

Implementation Details

Agent Specifications

  • Each agent is implemented as a tool that can be called by other agents
  • Agents use GPT-4o-mini model for optimal performance
  • Structured output types using Pydantic models
  • Clear instructions and reasoning for each step

Research Manager

  • Centralized coordination of all agents
  • Handles agent handoffs and data flow
  • Manages the research workflow
  • Provides progress updates

UI Components

  • Built with Gradio for easy deployment
  • Custom CSS for enhanced styling
  • Responsive layout with clear sections
  • Interactive elements for user engagement

Testing

  • Verified agent interactions and handoffs
  • Tested UI responsiveness and dark mode
  • Validated research process workflow
  • Confirmed output quality and structure

Dependencies

  • Python 3.x
  • Gradio
  • OpenAI GPT models
  • Pydantic
  • WebSearchTool

Asquarer02 avatar Jun 15 '25 12:06 Asquarer02

hey @Asquarer02 this is a really substantive and impactful project, thank you. Hey I see there's a .pem file in the PR in a .gradio directory - did you intend to include that? Ed

ed-donner avatar Jun 22 '25 02:06 ed-donner

hey @Asquarer02 this is a really substantive and impactful project, thank you. Hey I see there's a .pem file in the PR in a .gradio directory - did you intend to include that? Ed

Hi @ed-donner Yes I did not intend to include that. I have removed it in my recent commit. Thanks

Asquarer02 avatar Jun 22 '25 13:06 Asquarer02

Great! Thanks @Asquarer02 . Merged with thanks for a great contribution. Note that if this pem file contained a private key, then it might be contained within the git history so it's best to recycle the key. Thanks again for sharing!

ed-donner avatar Jul 06 '25 14:07 ed-donner