Yousra Mashkoor@yousra_mashkoor891

StoryTrace is a "Git for News" — a tool that tracks how a story mutates as it travels across global media outlets. You paste any article URL or type a topic (e.g. "Iran nuclear deal"). StoryTrace's 7-agent LangGraph pipeline springs into action: the Seed Agent finds the original wire story via GDELT, the Crawler Agent scrapes 15 RSS feeds across 8 countries, a Translator Agent localizes non-English coverage to English, the DNA Extractor (Featherless/Qwen2.5) pulls structured facts from each article, the Drift Scorer measures how many key facts each outlet dropped or distorted, the Geo Builder organizes coverage by country into a D3-ready tree, and an Alert Agent fires webhooks when drift exceeds a threshold. The results render as an interactive D3.js tree — nodes colored green (faithful), amber (moderate drift), red (high drift) — alongside a 3D globe showing which countries covered the story and how differently. Clicking any node reveals a DiffPanel showing exactly which facts were kept, dropped, or altered. The backend is FastAPI + LangGraph + PostgreSQL + Redis. The frontend is Next.js 16 with D3 v7 and react-globe.gl. AI layers: Featherless API (Qwen2.5-7B) for structured JSON fact extraction, Google Gemini for translation and optional world-impact forecasting, spaCy for local NER (zero tokens). The entire pipeline runs on ~4,000–6,000 tokens per story — lean by design. StoryTrace addresses a real problem: media consumers have no tool to see how coverage diverges from the original facts. We make that drift visible, quantified, and interactive.

Introducing our revolutionary CollabTalk.ai – a cutting-edge tool designed to revolutionize the way you create and share podcasts! Imagine converting your favorite news articles, blog posts, or any written content into captivating audio episodes effortlessly. With our state-of-the-art AI technology, podcast creation has never been this easy and engaging. Say goodbye to time-consuming scriptwriting and laborious voice recordings. CollabTalk.ai uses advanced natural language processing and Eleven labs speech synthesis to seamlessly transform text into lifelike, conversational audio. Simply input your desired content, select from a variety of AI-generated voices, and let the magic happen. It's like having a virtual co-host and/or narrator at your fingertips! Whether you're a seasoned podcaster looking to streamline production or an aspiring content creator eager to enter the podcasting world, our user-friendly interface ensures a smooth and intuitive experience. The possibilities are endless – convert your written articles into podcast episodes, create audiobooks with AI-generated narration, or use our app to bring your fictional stories to life with diverse character voices. CollabTalk.ai opens up new horizons for your content, reaching broader audiences and keeping them engaged with immersive audio experiences. With a wide range of AI-generated voices, you can infuse personality and emotion into your content, making it feel authentic and relatable to your listeners. Podcasting has never been so dynamic and efficient. With CollabTalk.ai inspiration meets innovation, and your stories come alive with the power of AI. Unlock the potential of your written words and leave a lasting impact on your audience with our state-of-the-art AI-powered podcasting solution. Welcome to the future of podcasting

Let Them Talk is an innovative platform that utilizes the power of Al to revolutionize social media interactions. Powered by AutoGPT and LangChain, our application enables autonomous and engaging conversations on Instagram. Interactive Conversations: creates engaging and interactive human like conversations that captivate your audience. Multi-Faceted Approach: The integration of AutoGPT and LangChain enables complex language tasks and efficient conversation management. Innovative Solution: provides a practical and innovative approach to social media automation that takes just seconds to set up.

⏱️ Build the next generation of Autonomous Agents in the heart of Europe’s AI Revolution. 📅 May 13 – 20, 2026 May 13 – 19: Online Build Phase. May 19: An exclusive on-site build day at Milan AI Week for selected participants. May 20: Awards Ceremony. 📍On-site Venue (May 19–20): Fiera Milano (Rho), Milan, Italy 🤝 Join solo or with a team. 🎟 FREE Milan AI Week conference ticket included for participants. 💰 $32,000+ prize pool 🧑‍💻 Apply now to turn your autonomous agent into a market-ready enterprise solution.

Teams work together with multiple AI agents in shared workspaces to design, build, and launch complete AI products — from initial idea to market-ready app. 📅 February 23– March 1, 2026 ⏱️ 6 days to build and ship an end-to-end agentic AI product 🤝 Work together in shared AI workspaces where your team and AI agents collaborate in real time 🔧 Build with multiple AI agents that handle development, design, testing, and documentation together 🎯 Create everything in one place — from ideation to product to marketing materials, all by prompting and observing 🚀 Focus on real-world products that teams could actually ship and use 🏆 $3,500 in prizes + premium 3-month Complete.dev access for top teams 🧑‍💻 Join your team workspace and start building together

Join us for an exclusive hackathon leading up to the /function1 AI Conference & Exhibition in Dubai (May 2, 2025) - a conference with one pivotal notion: to create a #1 platform for startups and founders of the AI field; to give them the spotlight they often lack, and represent the countless possibilities of Artificial Intelligence. 📅 April 25 – May 1, 2025 – Join us online and collaborate with global AI enthusiasts. 🌟 Expert mentors will guide you every step of the way. 🤝 Work alone or form a team to build something extraordinary. 🧑🏻‍💻 Sign up before the Kick-Off Stream to secure your spot!