Formation is a collective intelligence network built as a Layer 2 blockchain, designed to empower agents, AI systems, and robotics in the autonomous age. At the center of the Formation network is Stratus, a self-supervised JEPA-based model that enhances existing large language models by compressing information, improving reasoning, and enabling continuous learning across autonomous systems.