SKOAR Atlas
Built at Gemini 4 Argon SF Hackathon · Oct 25, 2026 · San Francisco, CA

ATLAS is an autonomous market-intelligence environment that turns fragmented product claims, real-world evidence, buyer demand, and economic relationships into continuously evolving investigations and actionable decisions. Our thesis: The next generation of intelligence won't just answer questions about the world. It will investigate how the world is changing. Most AI systems answer questions. But the economic world doesn't sit still while we ask them. Manufacturers announce products. Suppliers report availability. Buyers signal demand. Yet claims, commercial execution, and verified reality are often very different. I built ATLAS by SKOAR to investigate those differences. ATLAS organizes market intelligence around economic entities, evidence, and changing relationships, not just documents or chat conversations. Using Gemini 4 Argon, I connect reasoning to function execution, source-backed observations, economic analysis, and model-directed investigation. We're demonstrating this across two markets: industrial sensors for physical intelligence and specialty-coffee products for consumer commerce. In Sensor World, contradictory evidence changes the economic interpretation of a manufacturer's shipment claim. In Coffee World, ATLAS investigates actual product observations and commercial uncertainties. ATLAS is our step toward economic intelligence that doesn't merely describe markets, it investigates them.