Muhammad Tayyab Anwar@mtayyab

Clarity is a video captioning agent built for the AMD Developer Hackathon ACT II — Track 2. Given a short video clip, it generates one caption in each of four distinct styles: formal, sarcastic, humorous-tech, and humorous-non-tech. The core design challenge in this track is that asking a model to "watch and be funny" in a single step tends to produce captions that are creative but factually wrong. Clarity solves this with a three-phase architecture that separates seeing from writing: Phase 1 — Perception: The clip is downloaded, and roughly 8 evenly spaced frames are sampled across its duration. These frames are sent to a vision-capable model on Fireworks AI, which produces a purely factual scene description — no jokes, no style, just what's actually visible. Phase 2 — Style Generation: That factual report is passed into four separate, focused calls to a language model on Fireworks AI, one per requested style. Because every style call is grounded in the same facts, the humor and sarcasm never drift into inaccurate territory. Phase 3 — Integration: An orchestrator runs both phases for every task, guarantees every requested style is present even under partial failure, validates the JSON schema, and writes the final results file. A key engineering finding along the way: the available models are heavy reasoning models that produce long internal "thinking" text before answering. Plain prompt instructions weren't reliable enough to control this, so Clarity uses Fireworks' JSON mode to grammar-constrain every response directly into clean, parseable output — a much more robust fix than parsing free text. The agent is fully containerized, builds for linux/amd64 via an automated GitHub Actions pipeline, and was tested against the three official example clips plus additional clips spanning different content types to guard against overfitting.

An AI powered Lawyer app named Legal Mind developed by team Helix AI. Description: Simplify your legal needs with LegalMind. Get instant, accurate advice, review, and drafting right from your phone. Our user-friendly app offers 24/7 support, tailored guidance, and secure, cost-effective solutions for all your legal queries. Use LegalMind today and take control of your legal matters with confidence! LegalMind is an innovative AI-powered legal assistant designed to simplify and enhance your legal experience. Built using Streamlit on Hugging Face and powered by the advanced AI71 API, Whether you need help with contracts, disputes, or everyday legal questions, LegalMind makes navigating the legal landscape straightforward and accessible. Meet our team: Hashir Ehtisham - Leader of team (AI & ML Developer) Huba Iftikhar - Software Engineer Muhammad Tayyab - Programmer

To participate in the hackathon, simply click Sign up with AMD. If you are not already a member of the AMD AI Developer Program (ADP), you will need to create an account. ADP members can access AI tutorials, experts, and community support. In addition, new members can claim a free month of DeepLearning.ai pro, $100 in AMD GPU cloud credits, and $50 in Fireworks AI API credits. All hackathon participants will receive on hackathon launch additional compute and API credits for their projects. Ready to build what's next on AMD? Sign up with AMD below to secure your spot.

📅 May 11–19, 2026 • May 11 – 19: Online Build Phase. • May 18 (Hybrid Build Day – Online & Onsite) • May 19 (Demos & Awards – Online & Onsite) 🌍 Hybrid event. Join online from anywhere or build onsite at the venue. 🏆 Winners will be announced live on stage at the AI & Big Data Expo North America on May 19 📍 On-site Venue (May 18–19): San Jose McEnery Convention Center, CA, USA 🤝 Join solo or with a team. 🎟 FREE AI & Big Data Expo North America ticket included for participants that are able to join the on-site phase. 🏆Compete for a $10,000 prize pool 🧑‍💻 Apply now to design, prototype, and showcase enterprise-ready innovation.

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!

This is your chance to push boundaries, solve real-world challenges, and create impact at the official hackathon of the RAISE Summit 2025 at one of Paris's most iconic venues: Le Carrousel du Louvre. 📅 July 4–8, 2025 — Collaborate online with a global community of innovators. 🏛️ July 8–9, 2025 — Limited on-site access to the RAISE Summit in Paris (300 participants), exclusively for selected teams. 🏆 July 9, 2025 — Winners will be announced live on stage during the RAISE Summit. 🌟 Expert mentors will guide you throughout your hackathon journey. 🤝 Work solo or build your dream team to create something extraordinary. 💰 Compete for a share of up to $150,000 in prizes. 🔒 Sign up before the Kick-Off Stream to secure your spot!