
Nobody Is Teaching Engineering Leadership Anymore
My thoughts on a lack of engineering leadership
Discover what the community is building

My thoughts on a lack of engineering leadership

Autonomous edge AI nodes that detect disasters like fire and flooding, make local decisions, and warn people in real time — with zero cloud dependency. Built on the Arduino UNO Q with Edge Impulse models.

Resilience Deck is an open-source, offline-first field computer designed to help communities diagnose, understand, and restore critical systems when normal infrastructure is unavailable.

A 7-slot medication dispenser with motor control and camera detection of pill intake. Notifies users on an app when to take their medication and whether they missed a dose.

My journey to learn edge AI begins with the EDGE AI FOUNDATION Fundamentals Certification.
Open Sauce is a giant two-day STEM festival for makers and creators featuring over 100 creators and 500 exhibits. This year's event showcased many crazy projects and awesome creator panels. So join me on my journey through Open Sauce 2026!
![PlantVillage Disease Classification [AKIDA HARDWARE]](/api/image-proxy?url=https%3A%2F%2Fdeveco.nyc3.digitaloceanspaces.com%2Fcover%2F695f0755-bd94-4bb4-b364-9640e4a91653.png&w=600)
This project walks through evaluating a PlantVillage AkidaNet model on Akida and, if a hardware device is available, benchmarking its latency and power on a physical AKD1500. It's the hardware companion to the PlantVillage Disease Classification software project. If you haven't seen that yet, it walks through training, quantizing, and converting the model this project benchmarks.

I made a little online multiplayer game inspired by my recent underwater robotics work. You can pilot a little ROV around the ocean, explore shipwrecks, take photos and categorize fish and things. It’s multiplayer and I’m thinking of having treasure hunts, etc. I put the basic version up at https://bloop.quest/. I am hoping to expand the game and keep developing it, so would love any ideas or feedback anyone has.

This year I decided to create my own add-on badge for Open Sauce, which resulted in this fun LED flasher badge based on a simple 555 timer circuit.

This project walks through the complete pipeline to train, quantize, convert, and benchmark an AkidaNet model on the PlantVillage dataset for Akida 1 hardware. PlantVillage contains 54,303 images of healthy and diseased plant leaves across 38 categories (14 crop species × multiple disease types plus healthy variants). The task is a 38-class image classification problem: given a 224×224 RGB image of a leaf, identify the crop species and disease (or healthy state).

Discover a practical engineering methodology for building intelligent embedded systems by combining deterministic DSP, physics-based modelling and Edge AI. This article introduces the Real-Time Edge Intelligence framework and the handbook behind it.

I'm building an application for elderly care

A mod of the Hack Pack Omnibot Forklift adding precise maneuvers, a robotic gripper, a web control interface, remote camera streaming, and much more.
Ressurecting Matt Shepard's plotter thats been in the attic for a decade.

The BeagleWire is an FPGA (Lattice iCE40HX4k) development platform that has been designed for use with BeagleBone boards.

ICE40UP5K FPGA module with wireless interface driven by ESP32-C3

A tongue-in-cheek heat transfer vinyl design with some (intentional) errors.

Introducing an affordable, weatherproof, self-contained NTP server! A single Power Over Ethernet cable is now all it takes to deliver sub-millisecond time accuracy to an entire network, no manual clock-setting or antenna wiring required.

You know AI can write emails and answer trivia questions for you, and you might even use it to help you write code, but did you know that there are plugins to
Use MQTT on Amazon Web Services with a Hardware Device (ESP32) and use the IoT Data for further analysis on AWS itself