
Automatic Medication Dispenser
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.

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.
![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.

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).

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.

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
Use MQTT on Amazon Web Services with a Hardware Device (ESP32) and use the IoT Data for further analysis on AWS itself

A complete 5-inch freestyle FPV quad build with a 4S power train, analog camera and VTX chain, UART receiver control, and a 4-in-1 flight controller plus ESC stack.

I'm trying to do this for 2 months, The program will be self-learning, focused on helping with writing code for any other projects. Anyone involved in this, can you give some advice?
Learn how to use a Rasbperry Pi as a bootable-USB drive to host any number of bootable images.

Project places a 96Boards SBC, battery, solar unit, LCD panel, & standard electric sockets in to an enclosure that can be deployed anywhere.
Wasm isn’t just for the browser. Atym brings a minimal, secure execution environment to Linux edge devices

Simple breakout for the pocketbeagle series of SBCs.

Build a closed-loop motion classification system using Atym Ocre and Edge Impulse on WebAssembly. Three containers communicate over an internal messaging bus to publish sensor data, run inference, and validate predictions entirely on device. Works on both Linux (Raspberry Pi) and Zephyr (nRF52840) targets with no external tooling required.

Target is ROS2 control of four Mecanum wheels. Built as a subsystem that I can just plug in, so controlled over MicroROS and USB comms.

A badge design in the shape of the B3VY logo. Created to help promote the B3VY network at Open Sauce Conference 2025.