A developer outlines an event-driven reference architecture for physical AI and AIoT systems that chains identification, sensing, transport, understanding, decision, action and verification stages fro…
Roboflow published a guide for building an AI visual-inspection agent that chains RF-DETR defect detection, object tracking, and Google's Gemini vision-language model inside Roboflow Workflows to insp…
A developer built a private LLM chat client and server using MQTT as the transport, letting a phone reach an Ollama instance on a home GPU PC without opening any inbound ports. The system consists of …
A student team won their school's Project Day tech contest in February 2025 with bE-More, an office energy-saving system that combines an Arduino UNO R4 edge controller, ThingsBoard IoT hub over MQTT,…
A developer argues that production line breakdowns are frequently caused not by machine failure but by gaps in real-time visibility between systems such as MES, ERP, warehouse software, and shopfloor …
A developer built NexusOS, a locally running AI-powered operating environment that responds to the wake word "Hey Nexus" and executes voice or text commands to control a computer. The system combines …
Roboflow Inference with Enterprise Offline Mode lets organizations run computer vision models and Workflows on their own hardware with no public internet access, keeping camera feeds, inference, and p…
An MSc Computer Science student at the University of Nairobi is seeking arXiv endorsement for a paper on a protocol-aware adversarial attack framework for MQTT-based intrusion detection systems. The f…
A developer built a smart pill reminder system using YOLOv8 for semantic segmentation on a Raspberry Pi, with MQTT to trigger alarms and notifications. The system detects and identifies pills in real …
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…