Subarno Datta@subarno_datta

Aura-Mesh Sentinel: Proactive AI Defense Swarm Aura-Mesh Sentinel is a proactive defense orchestrator that creates self-healing infrastructure using an autonomous "Swarm" of AI agents. It monitors, debugs, and patches applications in real-time, all while maintaining a strict "Man-in-the-Middle" security protocol for human oversight. Key Features: The Agentic Swarm: Aura-Mesh deploys a coordinated team of specialized agents: Sentinel (Monitoring), Debugger (Root-cause analysis), Deployer (Patching), and Verifier (Validation). This swarm automates the entire incident lifecycle, from initial crash detection to final fix verification, identifying failures that traditional logging misses. Human-in-the-Loop Security: To ensure reliability and compliance, the system implements a strict "Man-in-the-Middle" protocol. Sensitive actions—like applying code patches or installing dependencies—are paused until a human reviewer approves the proposed changes via the interactive "Approval Modal." This ensures developers remain the final authority over AI-driven fixes. Autonomous Self-Healing: The system acts instantly upon detecting a failure. It can navigate local projects or clone external GitHub repositories to identify logic errors or missing dependencies, generating surgical code fixes within seconds of an incident. High-Fidelity Observability Cockpit: Features a professional dashboard with a live incident timeline, real-time log terminal, and a side-by-side Code Diff Viewer to inspect AI-proposed patches. It supports local inference (Ollama) for data sovereignty and cloud models (OpenAI) for maximum reasoning power. Technical Stack: Built with a Python orchestration engine and a React/Tailwind frontend, using WebSockets for real-time communication and custom MCP servers for deep system observability. Aura-Mesh Sentinel bridges the gap between monitoring and autonomous infrastructure, delivering the speed of AI with the safety of human oversight.

📅 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: 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.

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.