Muhammad Akbar@reprobateboffin

Incident Room investigates the gap between what a customer-facing AI agent says and what actually happened in backend execution. In customer support and voice AI, an agent may confidently tell a customer that an order was placed, a refund was opened, or an appointment was rescheduled, while the underlying tool call failed or produced no real side effect. Incident Room turns those mismatches into structured incidents. The system includes a ReplyChat support workflow with Supervisor, Doer, and Tool Executor agents. These agents coordinate through Band rooms, posting assignments, intent analysis, policy decisions, tool requests, and execution results. A key demo flow intentionally makes the assistant say an order was placed while the placeOrder tool records orderPlaced: false and sideEffectCreated: false. That failed chat is saved to MongoDB, appears on the dashboard, and can be investigated. Incident review agents then analyze separate evidence layers: conversation, tool execution, CRM context, and customer belief. The app highlights contradictions such as “the customer believed the issue was resolved” versus “the backend outcome failed.” It produces a live investigation view, Band audit trail, and PDF-style incident report explaining what happened, why it matters, and what should be fixed. Incident Room is production-ready for Vercel/Netlify with MongoDB persistence, Band integration, safe fallbacks, and no local runtime file dependency.

📅 June 12–19, 2026 • June 12: Kick-off Stream • June 12–19: Online Build Phase • June 19: Project Submissions Ends 🌍 Fully online hackathon. Join and build from anywhere in the world. 🤝 Build practical enterprise workflows where AI agents communicate, coordinate, exchange context, and complete work together. 🧠 Powered by Band and Codeband, built for collaborative AI systems and agent orchestration. 🏆 Prize Pool: $10,000+ 🧑‍💻 Apply now to build the next generation of enterprise multi-agent systems.

⏱️ 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.

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!