The Edge AI Revolution Demands Smarter, Leaner Models As artificial intelligence migrates from cloud data centers to smartphones, wearables, and industrial sensors, the demand for efficient neural networks has never been greater. Edge devices face stringent constraints in memory, power, and compute, making model quantization a critical enabler of real-world AI. From fraud detection in