
This project is an automated video captioning agent designed for the AMD Hackathon. The pipeline processes video content by separating the task into four straightforward steps: Ingestion: The system samples frames from the video and transcribes the audio track into text using a local transcription model. Extraction: The sampled frames and audio text are sent to a Vision-Language Model, which identifies the raw, objective facts of the scene (e.g., physical objects, setting, actions, and lighting). Compression: The raw facts are grouped and simplified into a clean timeline of events, removing redundant information. Synthesis: Finally, the timeline and key frames are fed into a large language model. The model is given strict persona instructions to apply the requested styles (Formal, Sarcastic, etc.) while staying firmly grounded in the factual timeline, ensuring the captions are both stylized and visually accurate.
13 Jul 2026

Scrappy is poised to transform how the world extracts and leverages data from the web. Our journey starts with the launch of the core autonomous API generator, giving anyoneโfrom analysts to entrepreneursโthe power to turn static websites into usable APIs in seconds. This foundation eliminates the fragility of traditional scraping and opens access to web data for a much wider audience. The next step is expansion. Scrappy will move beyond static sites to support dynamic, JavaScript-driven platforms, ensuring compatibility with the modern web. Alongside this, we will integrate multi-agent intelligence, allowing Scrappy to analyze, generate, test, and refine APIs in a collaborative and autonomous way. This evolution will create a more adaptive, resilient, and intelligent data-extraction system. As Scrappy matures, we will enhance intelligence and reliability through advanced monitoring, analytics, and enterprise-ready features. Businesses will not just receive an APIโthey will gain intelligent data pipelines that monitor themselves, adapt to change, and deliver consistent results over time. This will position Scrappy as both a developer-friendly tool and a robust enterprise platform. Ultimately, Scrappy is about more than scrapingโit is about building the autonomous data layer of the future. A world where any website can be instantly transformed into an accessible, structured API. By lowering barriers to access, Scrappy democratizes web data, empowering individuals and organizations to innovate faster, make smarter decisions, and unlock new opportunities. The vision is bold but simple: launch strong, expand capabilities, enhance intelligence, and pave the way toward a web where information flows freely as APIs. Scrappy is not just solving a problemโitโs shaping the future of data accessibility.
24 Aug 2025

Letโs face it, figuring out how to arrange a room is like solving a puzzleโexcept the pieces are heavy furniture, and youโre not a designer. Whether youโre cramming a couch into a tiny studio or trying to make sense of an awkwardly shaped living room, itโs tough. And unless youโve got an interior design degree hidden somewhere, most tools out there aren't much help. Enter RoomAligner, your AI-powered, no-stress room layout wizard. We take the heavy lifting off your shoulders (literally, please donโt lift that couch) by combining object detection, natural language processing, and space optimization. In plain English: weโll spot your furniture in floor plan images, tell you where it is, and give you smart suggestions on how to make everything fit betterโlike a pro interior designer, but without the bill. The process is a breeze: just upload a room or floor plan image, and boomโour AI swoops in, detects your furniture, breaks down the roomโs current setup in plain language, and drops some slick suggestions on how to improve your space. Need to shift that couch or rethink where the TV goes? Weโve got you covered. The magic happens on the backend thanks to FastAPI and Llama models, while the frontend is powered by React Native and Firebase to give you a seamless app experience on any device. Whether you're a design newbie or just trying to avoid another argument about where the coffee table should go, RoomAligner is here to make room optimization fun and easy!
20 Oct 2024

Personify AI Chatting Evaluator and Assistant is a sophisticated tool designed to elevate communication on WhatsApp and LinkedIn. It offers real-time message suggestions and engagement scores to help users craft more effective and impactful responses. By integrating seamlessly with both platforms, Personify delivers context-aware replies and insightful feedback tailored to the specific dynamics of each conversation. The tool provides users with the ability to customize message tone and style, ensuring that suggestions align with their personal or professional communication needs. It includes advanced features such as sentiment analysis, which assesses the emotional tone of interactions, and a user feedback system that allows continuous improvement of the AIโs recommendations. By leveraging these capabilities, Personify enhances conversational effectiveness and efficiency, making interactions on WhatsApp and LinkedIn more meaningful and personalized. Whether for casual chats or professional networking, Personify helps users engage more effectively and achieve their communication goals.
21 Jul 2024