#Edge AI

1 article tagged Edge AI.

• Quantization Paradigms for Edge Inference: AWQ, GPTQ, and FP8 Matrix Cores Inference & Infrastructure • 2026-10-29 • Marcus Vance

  An engineering analysis of AWQ, GPTQ, and FP8 quantization paradigms, examining outlier channel protection, calibration overhead, and throughput trade-offs on consumer and datacenter GPUs.