RSSAmplifier

Blog

Mario Bergeron

Recent content on Mario Bergeron

mariobergeron.comRSS feed ↗11 posts

Latest posts

Edge AI Coding — Part 1: Increasing Productivity with Claude Code

How I turned a hard-won OpenCV frame-navigation recipe — first written by hand, then re-discovered by AI coding the painful way — into a persistent skill that future AI sessions can reuse.

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.

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.