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TinyML Pet Activity Tracker: From XIAO BLE Sense to Edge Impulse

TinyML Pet Activity Tracker: From XIAO BLE Sense to Edge Impulse

A DIY pet activity tracker demonstrates how a tiny XIAO BLE Sense board, coupled with Edge Impulse’s cloud ML platform, can classify rest, walk, and run states with 90 % accuracy. The end‑to‑end pipeline—from data collection and spectral feature extraction to a Flutter mobile app—offers a blueprint for custom animal‑health monitoring solutions.

Qualcomm's Arduino-Linked ToS Overhaul Bans Reverse Engineering and Claims Sweeping IP Rights, Jeopardizing Open-Source Ecosystem

Qualcomm's updated Terms of Service for its platform explicitly prohibit reverse engineering, assert ownership over user-submitted IP, and grant broad access to data from Arduino-connected accounts, alarming developers and makers. Influential figure Limor Fried warns this could spell the end for Arduino's community-driven spirit. The changes threaten to stifle innovation in the IoT and embedded systems space long dominated by open collaboration.

Beyond the Breadboard: The Daunting Journey from Raspberry Pi Prototype to Production-Ready IoT

Raspberry Pi and similar tools have revolutionized IoT prototyping, allowing developers to quickly build functional devices with minimal resources. Yet, scaling these prototypes into secure, certified, and mass-producible products involves formidable challenges like regulatory compliance, automated manufacturing, and embedded security. This article examines the hurdles in IoT productization and how emerging platforms aim to streamline the path from tinkering to market.
Qualcomm's Arduino Acquisition Ignites a New Battle in the Single-Board Computer Arena

Qualcomm's Arduino Acquisition Ignites a New Battle in the Single-Board Computer Arena

Qualcomm has acquired open-source hardware pioneer Arduino, launching the UNO Q SBC to challenge Raspberry Pi's dominance. This seismic shift leverages Qualcomm's chip expertise against Raspberry Pi's community stronghold, reshaping the DIY electronics landscape. Developers gain a powerhouse new option, but the move signals intensified competition that could accelerate innovation across embedded systems.