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…
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…