Muhammad Faizan Anis@muhammad_faizan_anis398

In today's digital age, online forums like Reddit are the new public square, hosting millions of conversations that shape opinions and trends. However, this landscape is often chaotic, polarized, and difficult to navigate. It's nearly impossible to get a clear, unbiased signal from the noise. Our project, Polarization Mapper, is designed to solve this problem. It's an intelligent AI agent that acts as a digital sociologist, diving into online communities to map the true state of public opinion. How It Works & What It Delivers: When you give the agent a topic—from political debates to climate change or new product reviews—it gets to work. It fetches the most influential posts and comments from Reddit and processes them through a Natural Language Processing (NLP) pipeline. This isn't just basic sentiment analysis; its key function is stance detection. The agent identifies and clusters different, often opposing, viewpoints. The final output is a clear, data-driven visualization of the entire conversation, showing where people agree, where they disagree, and what the core arguments are. This transforms a messy sea of text into actionable insights. This tool provides invaluable insights for a wide range of users: Market researchers can get authentic, unfiltered feedback on products. Political strategists can track shifting public sentiment during campaigns. 🗳️ Policymakers and NGOs can better understand public concerns on critical issues. Ultimately, Polarization Mapper brings clarity and structure to the chaotic world of online discourse, making it possible to truly understand the pulse of the public.

voiceOGraphy is an AI-powered voice analysis web application that helps users understand and improve their speech delivery by converting raw audio into actionable feedback. Built in just 10 hours using the Trea AI IDE during the Code Craft AI x Dev Hackathon, voiceOGraphy provides real-time analysis of critical vocal parameters such as pace, pitch, volume, and clarity. Using audio signal processing techniques like Root Mean Square (RMS) for volume detection, Zero Crossing Rate (ZCR) for pitch estimation, Voice Activity Detection (VAD) for noise filtering, spectral centroid for tone brightness, and autocorrelation for pitch accuracy, the app translates low-level acoustic data into meaningful insights. For instance, it can label a speaker’s delivery as “fast pace,” “low pitch,” or “clear volume,” helping users—especially public speakers, educators, and content creators—understand their vocal strengths and areas for improvement. Our tech stack includes React.js, Vite, Tailwind CSS for the frontend, and Node.js, Express.js, Multer, and Axios on the backend. Future upgrades will integrate AssemblyAI for transcription and advanced voice intelligence. The entire system was developed collaboratively under time pressure, showcasing how fast innovation can happen with the right tools and teamwork.

Our project, Telemedicine_BOT, is a web-based chatbot designed to help users quickly find nearby hospitals, check the availability of doctors and emergency beds, and get health-related guidance. It is especially useful in rural areas where people often don’t have quick access to hospitals or doctor contact information during emergencies. The chatbot is powered by a smart backend using FastAPI, LangChain, Chainlit, and vector search with FAISS, making it responsive and intelligent in understanding user needs. Users just need a phone or computer with internet access to use it. This solution is designed by a team of software engineers working together to build a meaningful healthtech product. It not only saves critical time during emergencies but also reduces costs by avoiding unnecessary travel and wait times. In the future, we plan to add features like live video calls with doctors, image-based disease identification, and offline SMS alerts for low-internet areas. The project has strong real-world potential, especially in countries like Pakistan, where many communities still lack fast access to medical care. Our goal is to build a tool that can help save lives, improve healthcare reach, and create a reliable digital bridge between patients and hospitals.

Join the next edition of our flagship AI hackathon — now featuring Google, AppliedAI, and Qdrant as official partners, with over $45,500 in prizes and exclusive partner challenges. After an incredible launch earlier this year, we’re back with the next edition of our AI hackathon series leading up to the /function1 AI Conference & Exhibition in Dubai. Tap into the power of AI to innovate, build, and take your AI skills to the next level in this high-impact hybrid experience. 📅November 14–19, 2025 • Nov 14–18: Collaborate and build online with AI enthusiasts from around the world. All projects must be submitted by end of day on November 18 • Nov 18 (Dubai): An exclusive on-site build day at Festival Arena Dubai for selected participants. • Nov 19 (Dubai): Live on-stage pitching & winners announcement at the /function1 Conference. 🌟 Get support from expert mentors throughout. 👥 Go solo or team up. 📍 Please note: On-site participation is by invitation only. Travel and accommodation will not be covered for selected participants. Further details will be shared with those accepted. 🧑🏻‍💻 Secure your spot now—sign up before the Kick-Off Stream!

In this hybrid hackathon powered by Arc, developers will build the next generation of payment systems using AI + Arc with USDC. Explore a world where AI agents can understand natural language, automate financial actions, and move money with precision. From DeFi to digital content and real-world assets, this is your chance to shape the future of intelligent finance. 📅 October 27 – November 9, 2025 • Oct 27 – Nov 8 (Online Phase) – Collaborate and build with developers and AI innovators from around the world. All projects must be submitted by end of day on November 8. • Nov 8 (New York City – On-site Build Day) – Selected participants will be invited to an exclusive in-person session to refine their projects and connect directly. • Nov 9 (New York City – Live pitching & Awards) – Live pitching sessions to a panel of judges and investors, followed by the official winner announcement. 📍 On-site Venue (Nov 8–9): Babe Ruth Room, Jay Conference Chelsea 159 West 25th Street, New York City, USA 🧠 Get guidance from blockchain and AI experts throughout the event. 🤝 Go solo or team up — it's your flow. 🏆Compete for $10,000 in USDC prizes. 📍 On-site participation is by invitation only. Travel and accommodation expenses will not be covered. 🧑🏻‍💻 Secure your spot now — sign up before the Kick-Off Stream!

Join the Internet of Agents Hackathon to build real-world, rentable agents using Coral Protocol and Solana-powered payments. 📅 September 14–21, 2025 Sept 14–21: Build online with global innovators. Submit projects by the deadline. Sept 20 (NYC): On-site build day at Solana Skyline (invitation only). Sept 21 (NYC): Live pitches, networking, and winner announcements. 🧠 Mentorship from experts and Coral specialists throughout. 🤝 Participate solo or in teams. 📍 Travel and accommodation not covered. 🚀 Sign up now to secure your spot before the Kick-Off Stream!