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.
Posts
Edge AI Power Benchmarking — Part 6: Measuring the Power Efficiency of MemryX MX3
Reproducing MemryX’s published resnet50 benchmark on the MX3, with independent power measurement.
Edge AI Power Benchmarking — Part 5: Measuring the Power Efficiency of DeepX M1
Reproducing DeepX’s published resnet50 benchmark on the M1, with independent power measurement.
Bird by Bird — with Jeff Bier
A short story about my intersection with Jeff Bier, and how his advice still drives me after more than a decade.
Edge AI Power Benchmarking — Part 4: Measuring the Power Efficiency of Axelera Metis
Reproducing — and surpassing — Axelera’s published resnet50 benchmark on the Metis, with independent power measurement.
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.
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.
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.
My gold-fish moment
A short story about reacting to loss.
My First ASIC — The Importance of Teamwork
A short story about my first job as an ASIC Engineer.