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2.28.0

m_usman708

Muhammad USMAN Ray@m_usman708

2

Events attended

2

Submissions made

3+ years of experience

About me

I am an AI developer focused on building autonomous agent systems and real-world machine learning applications. I specialize in AutoML, MCP architectures, and multi-step agent workflows. Currently building AutoDS-MCP — an autonomous data science agent that performs dataset analysis, model training using AutoGluon, generates insights, and produces automated PDF reports. Passionate about agentic AI, system design, and turning complex problems into automated intelligent solutions.

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🔥 Own Projects

    ATLAS AI Trading Swarm

    ATLAS AI Trading Swarm

    A trustless, multi-agent AI trading swarm. We used Lang Graph for consensus to analyze market data via Llama-3. The swarm registers its identity on Base Spolia blockchain via ERC-8004 and executes simulated trades using the Kraken CLI integration.

🤓 Latest Submissions

    Atlas Arc: Decentralized AI Agentic Economy

    Atlas Arc: Decentralized AI Agentic Economy

    `Atlas Arc is an Economic OS for AI Agents. In traditional blockchains, high gas fees make micro-transactions for AI inference impossible. Atlas Arc solves this by integrating Circle’s USDC on the Arc L1 network, enabling settlement at a scale of $0.0001 per action. Our system features a hierarchical multi-agent architecture where "Brain" agents use a Random Forest Regression model to predict market demand and price volatility. "Executor" agents handle high-frequency settlements via Circle Developer Controlled Wallets, while "Guardian" agents maintain security using Z-Score statistical analysis to detect anomalies. The project demonstrates a 99.9% reduction in gas overhead compared to legacy L1s, proving that a machine-to-machine economy is not just possible, but economically viable. By combining Google Gemini for analytical reasoning and Circle’s nano payment infrastructure, Atlas Arc creates a transparent, scalable, and autonomous marketplace for the next generation of AI services.`

    Hackathon link

    26 Apr 2026

    ATLAS AI TRADING AGENT

    ATLAS AI TRADING AGENT

    ATLAS Swarm is a paradigm shift in how AI-driven automated trading operates. Most algorithmic trading bots operate in black boxes with no verifiable accountability. ATLAS changes this by requiring a multi-agent swarm to reach strict consensus before any trade is executed. We utilized Lang Graph to orchestrate specialized agents ranging from data accumulation nodes to sentiment analysts. Once the agent network identifies a profitable trade, it relies on the ERC-8004 identity registry deployed on Base Spolia. By securely tying the execution layer to a verifiable on-chain AI identity, every trade intent becomes cryptographically signed (EIP-712). Finally, for actual execution, we natively integrated the official Kraken CLI module into our workflow to handle programmatic paper trading. Our custom dashboard visualizes this entire flow: from the real-time swarm debate log to the final verified signature. This creates a fully accountable and transparent AI trading network.

    Hackathon link

    12 Apr 2026

👉 Upcoming Hackathons

    Agentic Economy on Arc

    Agentic Economy on Arc

    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!

    2026 Apr 20

    AMD Developer Hackathon

    AMD Developer Hackathon

    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. 💰 $20,000 prize pool up & 1 × AMD Radeon™ AI PRO R9700 GPU 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.

    2026 May 4

    AI Agent Olympics Hackathon

    AI Agent Olympics Hackathon

    ⏱️ 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. 💰 $28,000+ prize pool 🧑‍💻 Apply now to turn your autonomous agent into a market-ready enterprise solution.

    2026 May 13

👌 Attended Hackathons

    AI Trading Agents

    AI Trading Agents

    ⏱️ 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

    SURGE × OpenClaw Hackathon

    SURGE × OpenClaw Hackathon

    ⏱️ 4 weeks to design and ship a working Web3 product or AI agent. 📅 February 4 to March 1, 2026 • Feb 4 – Hackathon opens. Teams can start building and submitting. • Feb 5 to March 1 – Build, test, and iterate. • March 1 – Final submissions due. 🚨 Important eligibility reminder To be eligible for prizes, teams must post their submission video on X and tag @lablabai and @Surgexyz_. 🤝 Build solo or with a team. 💰 $50,000 prize pool in $SURGE Token. ⚠️ Self-service hackathon This is a fully self-service hackathon. There are no live streams, kickoff sessions, or scheduled workshops. Participants can register, build, and submit at any time before the submission deadline.