Pong Yuen (PY) embeds IoT intelligence to edging nodes for streaming data and control. The compact and flexible solution delivers for data processing, analytics and machine learning capabilities with low latency. PY offers a closed feedback loop system from edge to cloud back-end, rapidly iterating machine learning models to adapt changing conditions. By anticipating behaviors and identifying trends, system will be proactive approach instead of planning to make the right decision to maximize value and minimize risk.