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I'm building NOS: fix the text of a project explainer right on the page, then share it as a link that stays the same after edits.
Discover what the community is building

I'm building NOS: fix the text of a project explainer right on the page, then share it as a link that stays the same after edits.

WildGuard is a solar-powered, AI-driven robotics system that continuously monitors forest roads to detect wildlife, deploy escalating deterrents, and issue real-time alerts to prevent human-animal conflicts

Struggling to learn PCB design? Here is how Fedevel Academy’s beginner course helped me finally bridge the gap between messy breadboards and professional, manufactured hardware.

A solar-powered camera and thermal node that detects wildfire smoke and ignitions entirely on an Arduino UNO Q, using integer-only SuperFloat CNNs. It alerts over whatever link survives, and no image ever leaves the board.

BRASA is an open-source, low-cost node that watches a home after its residents evacuate, uses on-device AI to detect a growing ember ignition, sprays only the affected zone, verifies the result thermally, and reports to responders over an encrypted offline LoRa mesh.

REMA is an offline Edge AI assistant designed to support people during emergencies and infrastructure failures. It identifies available resources, translates them into practical capabilities, and helps users prioritize those capabilities according to their immediate needs. Unlike a generic chatbot or survival guide, REMA uses a local resource capability map and validated safety rules to provide recommendations based on what is actually available. The system can update its recommendations when resources are added, removed, or depleted. REMA is designed to work without internet or cloud connectivity, making it useful when critical infrastructure is unavailable. When infrastructure fails, use what remains.

A low-cost, offline edge AI kit that scans homes for earthquake hazards like unanchored furniture and heavy objects above beds, keeping every photo private on the device.

A smart gym vending system with custom software, cashless payments, real-time inventory tracking, remote monitoring, and sales analytics for fitness centers.

Edge wildfire detection and evidence fusion: a detector on any camera, as small as an ESP32, one integrator to weigh their reports. Kernwerk.

a smart speaker turned into an AI assistant.

ShelterSense is an edge AI system for predicting developing environmental and infrastructure failures in emergency shelters through a network of environmental, air-quality, and occupancy sensors.

Gusty is a mesh network for reporting of thunderstorm gust fronts through a cooperating network of automated weather stations, Edge AI, and a LoRa based MeshCore sensor network

Edge wildfire detection and evidence fusion: a detector on any camera, as small as an ESP32, one integrator to weigh their reports. Kernwerk.

Ultra-Early Off-Grid Wildfire & Ember Acoustic-Visual Detection Node

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!