Paras Kaushal@souichi_kiruma

The Delphi Crucible is a state-of-the-art multi-agent AI investment platform designed to simulate a real-world institutional investment committee. Built using the powerful Band.ai SDK, the platform orchestrates four specialized AI agents—a Quant, a Bull, a Bear, and a Portfolio Manager (PM)—that dynamically analyze financial data, engage in rigorous debate, and formulate high-quality investment memos. Users can submit a stock ticker or upload a 10-K financial document. From there, the PM Agent initiates a Band.ai chat room and rallies the team. The Quant Agent acts as the analytical powerhouse, pulling live data from Yahoo Finance or extracting complex tables from PDFs via Featherless AI (Qwen2.5-72B). The Bull and Bear Agents, powered by GPT-4o via AI/ML API, then debate the stock's merits and risks in parallel. Finally, the PM synthesizes their arguments against the user's risk profile to deliver a definitive investment decision. We built a robust architecture featuring a high-performance Python FastAPI backend and a visually stunning Next.js 14 frontend. Using Server-Sent Events (SSE) and native Redis state management, the user watches the debate unfold in real-time within a beautiful "Mesh Dark Editorial" UI. Beyond generating memos, the platform includes a fully functional paper-trading simulator. Users can instantly execute trades based on the AI's recommendations, monitoring their dynamic portfolio and live-ticking profit/loss through interactive Framer Motion and Recharts visualizations. The Delphi Crucible transforms solitary research into a dynamic, intelligent conversation, delivering an unparalleled AI-driven financial analysis experience.

📅 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.