OneShot
Built at WeaveHacks 3: Self-Improving Agents Hackathon with Weights & Biases · Jan 31, 2026 · San Francisco, CA

OneShot is an AI-powered development platform that takes a user's idea (like "build me a todo app") and automatically handles the entire software lifecycle—research, technical specs, code generation, deployment, and testing—all visualized in a sleek stacked-card UI with real-time progress tracking. The magic is in a Goal-Driven Agent (GDA) auto-recovery process: when any step fails, the system automatically detects the discrepancy, diagnoses the root cause, generates a recovery plan, and fixes the issue—all without human intervention. Every recovery leads to learning that compounds in a shared knowledge base.