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Hailo-8 vs. Google Coral vs. Jetson Orin Nano: The 2026 Edge NPU Benchmark Forensics (TOPS/Watt Fallacies, Quantization Latency & Memory Bandwidth Bottlenecks)

Silicon Architecture & Benchmark Findings: The commercial metric of "TOPS" (Tera-Operations Per Second) has become the most misleading specification in edge computing. In real-world edge AI deployments, marketing claims of peak mathematical compute rarely translate into linear inference speed. While the Hailo-8 advertises 26 TOPS (INT8) compared to the legacy...