
Thousands of research papers are published every day, but most never reach the real world because researchers lack the tools to turn theory into business. Our project, AI Research-to-Startup Generator, bridges this gap. Using GPT-5, the app takes any research paper (PDF or text) and converts it into a clear plain-language summary, identifies practical startup use cases, generates a draft pitch deck outline, and proposes monetization strategies. Designed with a simple Gradio-based UI, it enables students, researchers, and innovators to instantly explore the entrepreneurial potential of their ideas. Scalable across industries, this tool has strong appeal for universities, innovation hubs, and investors.
24 Aug 2025

Our project is an agent-based Travel and Tourism platform designed to revolutionize the way users plan and manage their trips. At its core is an intelligent planner agent powered by Metaβs LLaMA 4 Scout (17B-16E-Instruct) model running on the Groq API. This enables real-time, context-aware decision-making to suggest destinations, accommodations, and travel activities tailored to user preferences like budget, location, and dates. To ensure up-to-date and relevant recommendations, the platform uses Google Custom Search API (CSE) and SerpAPI for real-time web data crawling. It gathers dynamic content about trending destinations, hotel prices, local events, travel advisories, and restaurants, ensuring users receive fresh and relevant suggestions. Once a trip is finalized, the planner agent automatically organizes the entire itinerary, including day-wise plans, hotel check-ins, flights, and activity bookings. Through seamless integration with n8n, it triggers webhooks that add the full itinerary to the user's Google Calendar, eliminating manual entry and improving organization. The system also handles booking confirmations, real-time alerts, and itinerary updates. A user-friendly frontend allows conversational interaction with the planner agent, enabling users to view, confirm, or adjust travel plans visually and easily. By combining AI-powered intelligence, real-time data crawling, and workflow automation, our platform delivers a smart, seamless, and personalized travel planning experience β handling everything from destination discovery to calendar management and booking confirmations in one place.
8 Jul 2025