Edge AI Yocto Integration — Part 1: AMD PetaLinux 2025.2

A compile-survey of vendor Yocto layers (meta-hailo, meta-axelera, meta-deepx-m1, memx-yocto) against the scarthgap LTS release, on AMD Zynq-UltraScale+ platforms.

July 12, 2026 · 23 min · Mario Bergeron

Edge AI Power Benchmarking — Part 3: Measuring Edge AI Power with INA228

Reproducing the Hailo-8 reference methodology with an Adafruit INA228 I2C power measurement board.

May 5, 2026 · 7 min · Mario Bergeron

Edge AI Power Benchmarking — Part 2: Power Insertion with ElmorLabs

Reproducing the Hailo-8 reference methodology with an ElmorLabs PMD2 with PCIe to M.2 adapter with power insertion.

May 4, 2026 · 9 min · Mario Bergeron

Edge AI Power Benchmarking — Part 1: Hailo-8, the Reference Methodology

An overview of Hailo’s reference methodology for power efficiency on the Hailo-8 — the baseline this series will reproduce independently.

May 1, 2026 · 10 min · Mario Bergeron