In the 21st century, the ability to understand and navigate complex systems is an existential imperative. Bioform Labs applies Active Inference principles—Perception, Action, and Learning—to build a comprehensive causal understanding of emergent, dynamic systems from the ground up. Our adaptive modeling methodology and toolkit creates machine learning models that emulate the system's behavior, revealing hidden causal relationships that other analytics and AI methods don’t see.