In an era where intelligent systems operate in increasingly dynamic and complex environments, the bridge from raw sensing to reliable decision-making is a defining challenge. Advances in sensor technology, data fusion, and AI-driven reasoning are converging to create pipelines capable of perceiving, understanding, and acting with precision and resilience. This conference focuses on the mechanisms and implementations that make such pipelines possible – from embedded hardware and signal processing to adaptive reasoning and safe decision execution.