Experimental pipeline for evaluating motion-related decisions in TinyML-based inertial systems under embedded constraints. The project focuses on understanding how IMU-only models behave, fail, and degrade when deployed on resource-limited hardware, using controlled datasets and reproducible engineering workflows.