Muthukumaran Azhagesan@Kumar_Algates

Number Prediction

Generation of Music using Voice

Basically physical product inventions, all useful, many life saving ones, all patented. check out each product for prototypes and live demo videos at https://www.autoshields.website

Keeping global travel seamless to air travelers regardless of extreme weather conditions. Relaxed passengers, stress free airlines airport agents, and hotel agents. Passengers travel hassle-free even in bad winter weather conditions No head-ache for Airlines and Airline agents Overall smooth operating airport Happier people, happier countries, happier/friendlier world Leveraging IBM watsonx AI, Machine learning, Deep learning, especially IBM's Granite models(chat). There are many Advantages in using IBM's watsonx ai because it is not just many sets of LLMs, but IBM provides options to deploy the Machine learning models we generate on their IBM Cloud, allows integration of data from external sources, and much more.

Pain point: Passengers regardless of their mode of transport go through hassles, delays, discomfort, and the most scariest one is the long lines in airport, and/or stranded waits for hours, sometimes even many days in the airports, train stations, which is not an unusual scenario throughout the world, especially in extreme winter conditions. As you may know, the number of travelers in the world has increased by leaps and bounds in this decade, and guess what, it will continue to grow for ever, until we reach Mars, in my opinion. Coming to the current world, Weather Warriors is being built in an aim to answer questions arising from the issues above, as a one stop shop solution leveraging AI machine learning i.e. LLMs so that, travelers make their journey a pleasant trip/jolly vacation, every time.

One of the most popular resources for obtaining information is video. When the time resource for watching one or more videos is limited, the question arises, why is there no short summary of the video like in the book? Even further, when the video is suitable, why is there no ability to extract information in the form of text from several videos to further work with the document? Have you ever had such pain while working with video? Our solution: Youtube Navigator 1. Chrome extension that provides personalised summaries for users directly on YouTube. 2. Our extension has seamless integration with YouTube providing a distraction-free viewing experience 3. The extension uses generative AI technologies to generate summaries customised to each user's preferences and interests

Voice to Entertainment - Music Objective: To provide music based on voice command. Functionalities: User goes to my website, clicks on a mic button and insructs what kind of music they want. Output is provided in mp3 form which can be listened to for enjoyment and and downloaded for use. Thanks: To the several Python APIs that I've leveraged for this, and equally important lablabai's much friendly staff and the developer tutorials. Concept, Programming and Integration: Muthukumaran Azhagesan, [email protected] (http://www.autoshields.website)

We have tried to build various models such as rnn, gru, lstm and bert transformer for our project and tried to build the app.

📅 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.

⏱️ 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: Onsite Build Day. May 20: Demo Showcase & 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.

Build solutions that improve how software is built. Work with an AI that understands your codebase, helping you reduce repetitive work and build with real context. ⏳ Build your project in 48 hours. 🚀 Get hands-on with IBM Bob and explore how AI fits into real development workflows before it becomes standard. 💡 Build tools and workflows that developers would actually use. ⭐ Learn directly from experts throughout the event. 🤝 Join a team or build solo. 💰 Prize pool: $10,000 🧑🏻‍💻 Register before the Kick-Off Stream and start building with Bob.

Grab your ideas, spin up compute, and start building what’s next! Start with $100 in AMD Developer Cloud credits and begin building right away. Get access to hands-on tutorials, workshops, and curated learning resources to help you build faster and go further. To unlock credits and join the hackathon, sign up for the AMD AI Developer Program. 🤝 Go solo or team up — ship something real. 💰 $21,500+ total prize pool & 1 × AMD Radeon™ AI PRO R9700 GPU up for grabs. 📍 On-site Venue (May 9-10): MindsDB SF AI Collective 3154 17th St, San Francisco, California, USA 📍On-site participation is by invitation only. Travel and accommodation expenses will not be covered. 🧑‍💻 Developers, builders, and innovators - bring your boldest ideas and let’s turn them into real AI systems on AMD.

In this hybrid hackathon powered by Arc and Circle, developers will build the next generation of Agentic economic applications using Circle’s Nanopayments infrastructure with settlement on Arc in USDC. For the first time, high-frequency, usage-based transactions between users, APIs, and AI agents can operate without gas overhead eroding margin. Arc provides stablecoin-native settlement with predictable, dollar-denominated USDC fees and deterministic, sub-second finality — enabling real-time coordination and economically viable per-action pricing at scale. 📅 April 20 – 26, 2026 • Apr 20 – 25 (Online): Submit projects by Apr 25. • Apr 25 (On-site Build – SF, CA): Teams refine projects. • Apr 26 (On-site Demos & Awards – SF, CA): Live pitches & winners announced. Get guidance from Arc and Circle experts through on-site support. 📍 On-site Venue (April 25-26): MindsDB SF AI Collective 3154 17th St, San Francisco, California, USA 🤝 Go solo or team up, it's your flow. 🏆 Compete for a $15,000+ Prize Pool. 📍 Please note: If approved for the on-site experience, you’ll also have the opportunity to showcase your project live. Travel and accommodation will not be covered. 🧑🏻‍💻 Secure your spot now – sign up before the Kick-Off Stream!

⏱️ Design, build, and deploy trustless AI trading agents. 📅 March 30 – April 12, 2026 🌐 Build AI trading agents that execute strategies using ERC-8004 or Kraken CLI. 🤝 Build solo or in teams to create autonomous trading, risk, yield, or protection agents. 💰 $55,000 prize pool, allocated and shared via Surge and Kraken. Your team should have registered project at early.surge.xyz in order to be eligible for the prize. Get access in your team profile or our discord 🔑 Access to early.surge.xyz If prompted for login credentials, use: • Username: admin • Password: JBRv2xWG7AzwVrLz88