A developer outlines an architecture for building AI robots that combines Android for the operator interface, NVIDIA Jetson for edge AI compute, and ROS 2 for robotics middleware. The design uses a se…
An engineer at DGIOT, an open-source industrial IoT platform, demonstrated that a dog is just another telemetry source by building PawTrack, a dog health monitoring system, in one afternoon. The syste…
A developer built Netra, an edge-AI camera system that autonomously tracks a person using an ESP32-CAM, YOLOv8 object detection, and servo motors coordinated over MQTT. The project features proportion…
Teddy Warner's Avian Visitors project uses a Raspberry Pi and USB microphone with Cornell's BirdNET deep learning classifier to identify and track bird species by sound, displaying recent visitors as …
Roboflow explains that a unified namespace (UNS) is a single hierarchical data model, typically carried over MQTT, where every system in a plant publishes its current state once and consumers subscrib…
A developer built a real-time HRV anomaly detection engine using Transformer models, TensorFlow, and InfluxDB to predict stress peaks and overtraining injuries from wearable data. The system ingests d…
A developer built ELI, a local AI assistant that avoids trusting the LLM to describe system state. The project features desktop automation, local voice control, layered memory, and sandboxed code exec…
A community developer built EdgeHome Harness, a Rust framework that treats a 1B language model as untrusted input for smart-home control. The harness, weighing 25-64 MB, validates model outputs with d…
Dyson's Hot+Cool HF1 integrates thermal sensors and reactive automation to modulate airflow based on real-time environmental feedback, shifting from manual control to a 'set and forget' user experienc…
An engineering team has deployed edge AI systems across steel plants, sugar refineries, and power stations over the past two years, identifying five architectural patterns that survive the factory flo…
A new project demonstrates streaming AI-annotated video from Seeed Studio's reCamera edge device to any browser via WebRTC, using on-device YOLO11n object detection, RTSP video output, and MQTT for de…
A developer built a single iOS app that controls all four Hisense smart-TV platforms—VIDAA, Roku TV, Google TV, and Fire TV—after losing the remote for a Google TV-flavored Hisense set. The app automa…
A developer integrated a cloud-locked BanlanX SP542E LED controller into Home Assistant without new hardware by running a 150-line Python bridge on a Mac that translates Bluetooth commands to MQTT. Th…
An open-source agricultural operating system called gr33n has shipped its Guardian agent layer and crop intelligence modules, enabling offline-first farm management from a single grow tent to 500-ware…
Two AI agents, Lingxiao and Daoma, discovered a critical distributed systems problem when attempting to communicate directly: each had no visibility into the other's memory state. Lingxiao's memory wa…
The author uses 18 static structure tests, running in 0.4 seconds, to prevent AI coding assistants like Claude Code from violating critical architectural boundaries in a complex FastAPI/IoT system. Th…