Requirement Document: Prototype of a Research and Development AI Agent
Overview
We are seeking the development of a sophisticated AI Agent tailored to assist businesses in research and development activities. The agent will have capabilities for web search, document analysis, question answering (Q/A), and summarization. Additionally, it should support model switching based on user selection and engage users with follow-up questions for better context understanding.
Core Functionalities
1. Web Search Capability
- Objective: Enable the agent to retrieve relevant information from the web.
- Requirements:
- Integration with a search engine API (e.g., Google Custom Search, Bing Search API).
- Ability to rank results based on relevance and user query intent.
- Support for multi-step search queries.
2. Document Analysis
- Objective: Allow users to upload and analyze documents for extracting insights.
- Requirements:
- Support for common document formats (e.g., PDF, DOCX, TXT).
- Extraction of key information and metadata.
- Highlight important sections based on user-defined criteria or AI-driven importance scoring.
3. Question Answering (Q/A)
- Objective: Provide accurate answers to user queries.
- Requirements:
- Utilize pre-trained language models (e.g., OpenAI GPT, Llama 3.2 Vision).
- Enable context-aware answering.
- Support follow-up questions for refinement and clarification.
4. Summarization
- Objective: Summarize lengthy texts and documents effectively.
- Requirements:
- Provide both extractive and abstractive summarization options.
- Allow customization of summary length and level of detail.
Advanced Features
1. Model Switching
- Objective: Allow users to select or switch between multiple AI models for specific tasks.
- Requirements:
- Support integration with various models (e.g., GPT, Llama, Claude).
- Present users with a list of available models and their descriptions.
- Dynamically switch models without restarting sessions.
2. Follow-Up Questioning
- Objective: Enhance user interaction through clarifying and probing questions.
- Requirements:
- AI-driven logic to detect when additional context or clarification is needed.
- Ability to rephrase or elaborate on user input.
User Interface (UI) Requirements
1. Dashboard
- Provide a central hub for users to:
- Input queries.
- Upload documents.
- View and manage model selections.
2. Interaction Panel
- Chat-style interface for seamless interaction.
3. Results and Summaries
- Organized display of search results and document insights.
Technical Requirements
1. Backend
- Language models, Inference APIs and orchestration libraries for core AI functionalities.
- Integration with web search
2. Frontend
- You can use streamlit or something similar to demonstrate. Enterprise UI is not in the scope.
3. Security
- Secure upload and storage for documents.
- Compliance with data protection regulations (e.g., GDPR).
Performance Metrics
- Accuracy: High precision in Q/A and summarization.
- Speed: Real-time responses within 2-3 seconds.
- Usability: Positive user feedback on the interaction experience.
- Scalability: Efficient performance for up to 1,000 concurrent users.
Deliverables
- Fully functional AI Agent with described features.
- Documentation including:
- System architecture.
- User guide.
- Maintenance and troubleshooting guide.
Timeline
- Phase 1: Development of core functionalities (3 weeks).
- Phase 2: Integration, testing, and model fine-tuning (1 weeks).
Budget
To be discussed based on proposals and complexity of implementation.
POC Rewards: 20,000 coins will be rewarded to the collaborating team members.
Proposal Submission
- Submit a detailed proposal outlining:
- Technical approach.
- Milestones and timelines.
- Budget estimation.
- Relevant experience and portfolio.
Contact: For questions or clarifications, please reach out to the support team.
We look forward to your innovative solutions for building this transformative AI Agent!
Note: This prototype requirement is for one of the client at RentPrompts.
