work Novel AI Accelerator with Native Differential Privacy Approximate Computation Units Novel Compute Units for enabling compressed AI at Edge Novel Approximate Multi-precision Bfloat16 multiplier Improving the efficiency of Approximate Compute Units for AI on Edge via algorithmic optimizations. Efficient Approximation in AI CUs Improving the efficiency of Approximate Compute Units for AI on Edge via algorithmic optimizations. Reconfigurable AI Compute Units Optimizing LLMS for efficient inference on Edge freelancing Ray-traced Door Simulation Webapp