Dharun Kumar @stratlogic

ChapterStage helps educators, corporate learning teams, and self-learners transform dense written material into engaging interactive modules. Instead of relying on one model to summarize a chapter, ChapterStage coordinates a team of specialized agents through Band: a Structure Agent, Research Agent, Auto-Brainstorm Agent, Visual Storyboard Agent, and Verifier Agent. Each chapter becomes a Band room where agents delegate, critique, revise, and produce a traceable final output. The differentiator is the Auto-Brainstorm Lab: inspired by Karpathy’s AutoResearch loop, agents generate multiple creative learning designs, score them against faithfulness, clarity, engagement, and feasibility, discard weak versions, and refine the strongest one.

EduSignal is an AI-powered education intelligence platform built to close the learning outcome gap across districts in India. The platform ingests evidence from news sources, government portals, NGO reports, teacher vacancy databases, community forums, and grievance portals using a real-time scraping pipeline powered by Bright Data. Every piece of evidence is classified by Gemini 2.5 Pro via AIMLAPI as Supporting, Contradicting, or Irrelevant to a root cause hypothesis. Districts are then clustered into six root cause categories — teacher shortage, seasonal migration, language barriers, infrastructure gaps, pedagogical failure, and noise — using HDBSCAN with UMAP dimensionality reduction and a RandomForest classifier with SHAP explainability. District education officers and policy analysts can explore an interactive map of India, drill into district-level evidence and feature breakdowns, compare peer districts, track live intervention effectiveness, monitor pipeline telemetry in real time via Server-Sent Events, and query an AI analyst backed by Gemini 2.5 Pro for contextual recommendations. The platform is fully production deployed — React 18 frontend on Vercel, FastAPI and Celery backend on Azure Container Apps, PostgreSQL with pgvector on Neon, and Redis on Upstash for task queuing and real-time event streaming. EduSignal turns fragmented, unstructured web data into a structured, explainable, and actionable intelligence layer for one of India's most critical public policy challenges.

📅 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.