The AI Research Engineer role at EnCharge AI focuses on optimizing deep learning models for deployment on edge AI platforms. Key responsibilities include developing quantization techniques, implementing low-bit optimizations, and designing efficient inference algorithms. Candidates should possess advanced degrees in relevant fields and have expertise in model optimization and deep learning.