We focus on the challenges of integrated circuit Design and manufacturing Technology Co-Optimization. We invoke AI models, mathematic algorithm in the analysis of integrated circuit design then generate corresponding Specialty IP to serve IC design company on the conquer of barrier in IC industry. Moreover, sensor with AI em-powered IC Quality control system enable the capability of post-silicon design optimization and yeild enhancement. We offer Specialty IP solution for High Performance Computing (CPU/ AI), Ultra Low Power (Wearable device/Encryption Currency) and High Reliability (Automotive) IC product. Wisdom Quality control solution exam the healthy of IC and diagnostic the syndrome provide the Eyewitness evidence for yield, quality and design improvement.