James Zhou@NoharaShinnosuke

When a passenger submits feedback, 5 AI agents collaborate through Band to classify the issue, triage safety, draft a response, quality review it, create an engineering ticket, and render a Go/No-Go software release decision — all in one pipeline run. What RiderEx Does: A passenger reports a problem with their autonomous vehicle ride. RiderEx: -Classifies the feedback (safety, comfort, route, software, or compliment) -Triages safety risk and NHTSA reportability -Drafts a warm, policy-compliant customer response with refund/credit -Quality reviews the response for tone, legal exposure, and recurring patterns -Creates a JIRA engineering ticket and assigns it to the right team -Renders a Go / Conditional / No-Go release decision for the vehicle's software branch -Saves the full record to Supabase and updates every tab in real time

SignalForge AI is an AI-powered go-to-market operating system built for founders, startups, and growth teams. The platform uses Bright Data web intelligence tools and AI agents to automate the most time-consuming parts of early-stage market research and GTM planning. Users enter a startup idea, product, or website, and SignalForge AI automatically researches live web data from search engines, competitor websites, public discussions, reviews, and online communities. The platform then analyzes the data to identify competitors, uncover customer pain points, detect market opportunities, generate ideal customer profiles, and create actionable go-to-market strategies. Key features include: AI-powered market research Competitor intelligence tracking Pain-point mining from public web discussions ICP generation GTM strategy builder Opportunity scoring Customer language extraction Launch content generation Live market signal monitoring By combining real-time web intelligence with AI-driven workflows, SignalForge AI helps teams move from idea to launch faster while making smarter go-to-market decisions with less manual research.

📅 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.

🌍 Hybrid Hackathon | 💻 Online Build: May 25–30,2026 | 📍 SF Onsite Finale: May 30–31,2026 We’ve unlocked the web for your AI. Now build what wasn’t possible before. Build AI agents with live web data, then join the SF onsite finale at Bright Data’s new Web Data Loft. 🚀 The onsite experience will take place during the opening of Bright Data’s new SF space, The Web Data Loft. 📍 On-site Venue (May 30–31): The Web Data Loft 625 2nd St, San Francisco, CA 🏆 $18,300 cash prize + Bright Data AI Startup Program opportunities 🍕 Free food, drinks, networking, workshops, mentorship, and live demos 🎁 Onsite attendees are automatically entered into a live giveaway for 4 × $100 Amazon gift cards. 🧑‍💻 Apply now to build AI agents powered by real-time web access.