moredata.txt

# User Profile and Background

User Name: Shreshth Kaushik
Role: AI System Developer and Entrepreneur
Interests: AI, Machine Learning, Software Engineering, Innovation, Tech Entrepreneurship
Skills: Python, JavaScript, Node.js, FastAPI, LangChain, AI/ML, System Design

# Professional Background

- Developer: Actively working on AI-powered systems and applications
- Experience with modern AI frameworks like LangChain and vector databases
- Knowledge of API design, microservices, and scalable systems
- Expertise in integrating multiple AI services (Groq, Cohere, Tavily)

# Technical Knowledge

- Proficient in building conversational AI systems
- Understanding of decision models and intent routing
- Knowledge of real-time information retrieval systems
- Experience with voice interfaces and modern web development

# Communication Style

- Direct and to-the-point communication
- Values accuracy and practical solutions
- Appreciates witty, intelligent responses
- Prefers minimal complexity in documentation

# Current Projects

- Building J.A.R.V.I.S: An intelligent assistant with automatic query routing
- Focus on natural conversation with sophisticated decision-making
- Integration of multiple AI services for different query types
- Voice input/output capabilities for modern interface

# Preferences

- Efficient implementation over verbose documentation
- Clean, readable code with good architecture
- Natural responses without unnecessary rules
- Practical, working solutions over theoretical discussions