F

full-stack

SafeRoute AI is a machine-learning-powered road safety platform that predicts accident blackspots, analyzes route risk, and recommends safer travel routes using FastAPI, Next.js, SQLite, and XGBoost.

HeritageAI – Smart Heritage Guide is an AI-powered cultural tourism platform that helps tourists, citizens, and students explore historical monuments through interactive maps, QR-based access, and intelligent heritage assistance. The platform provides detailed monument information, AI-generated historical insights, reviews, and personalized travel recommendations. It features secure user authentication, an admin dashboard for monument management, and real-time location-based navigation. By combining AI, geospatial technology, and cultural preservation, HeritageAI enhances heritage exploration and promotes accessible tourism experiences.

Failure Archive is a platform that documents and analyzes real-world failures—including startups, products, policies, inventions, and business decisions—to help users learn why they failed, extract key lessons, and discover strategies for turning similar ideas into successful ventures. It serves as a knowledge hub for entrepreneurs, students, researchers, and innovators by transforming failure stories into actionable insights and learning opportunities.

Telugu Thodu is a full-stack web application built with React (frontend) and Node.js/Express (backend) that generates Telugu words starting with a user-supplied Telugu letter by calling the Gemini API. Generated results are saved to MongoDB for history and analytics. The app provides a polished, responsive UI, input validation for Telugu characters, and secure handling of the Gemini API key via environment variables.

The Image Captioning project is an AI-based system that automatically generates textual descriptions for images. It combines computer vision and natural language processing (NLP) techniques to understand the content of an image and produce a human-readable caption.

The system uses deep learning models, typically a Convolutional Neural Network (CNN) for extracting image features and a Recurrent Neural Network (RNN) or Transformer-based model for generating sentences. This enables applications such as assisting visually impaired users, enhancing image search engines, and automating social media content tagging.

Ruchulu Lens AI

Ruchulu Lens AI is a cross-platform AI-powered application that celebrates India's regional food diversity. The app offers:

Regional Food Explorer – Shows local dishes based on user location, revealing region-specific ingredients, cooking styles, and preparation. Lens Feature (Food Recognition) – Users can upload or capture an image of a dish, and the AI will it and provide ingredients, recipe steps, and cultural context. AI Culinary Assistant – Interactive assistant to answer cooking-related questions, suggest dietary plans, offer substitutions, and guide users through cooking.