iot

Groundrun 的这篇博客展示了如何在 ESP32-C6 上自动化 Wi-Fi 配网测试，覆盖 BLE、Soft AP、SmartConfig、Captive Portal 和 WPS 五种方式，并用 Claude 生成配套的 Android 应用与固件代码。

Gladys Assistant 5 is a free, open-source smart home platform that runs on your own hardware, offering privacy, self-hosting, and support for protocols like Zigbee, Z-Wave, Matter with over 90 community integrations.

Matteo Franceschetti announces the launch of Pod 6, a sixth-generation intelligent sleep system with a smaller Hub and enhanced sensors for improved accuracy.

Samsung's software update accidentally froze its smart fridges, causing operational issues for users.

The author predicts that 'jev' will see widespread adoption in low-latency, real-time embedded scenarios like IoT, AIoT, smart homes, and industrial control within six months.

The paper introduces a Hegselmann-Krause opinion dynamics approach for coalition formation in federated learning to address data heterogeneity in IoT systems, achieving significant error reduction in water consumption forecasting.

This paper proposes an LLM-enhanced multi-agent reinforcement learning framework to simultaneously optimize electric vehicle charging scheduling, station profitability, and grid stability, using LLMs for feature selection and adaptive weighting, outperforming state-of-the-art methods with reduced training time.

Wired reviews and recommends the best smart water leak detectors for 2026, highlighting budget picks like the X-Sense SWS0A41 and the YoLink sensor kit for large properties.

Aqara has unveiled a new range of smart lighting products at IFA, including floor lamps, outdoor lights, and updated LED strips, all compatible with Matter through Thread connectivity.

TinyGo 0.42 introduces recoverable panics, Go 1.27 support, UEFI targets, and expanded hardware support for ESP32 and STM32, enhancing its capabilities for embedded systems development.

Security researchers discover critical vulnerabilities in media streaming devices like SuperBox, where open ADB ports allow silent installation of malicious apps, enabling proxy network infections and home network compromises.

M5Stack has launched PaperMono, a compact E-Ink development terminal powered by ESP32-S3, designed for low-power IoT projects with features like touch display, NFC, and LoRa connectivity.

The article reviews the Birdfy Nest Duo smart birdhouse, which features dual cameras and environmental sensors to monitor bird nesting activities in real-time via a smartphone app.

Troy Hunt shares his method for implementing an IoT door lock system using UniFi, highlighting key principles like main power, fail-secure design, local control, and manual override for residential settings.

Shodan is the first search engine for Internet-connected devices, enabling users to discover and monitor IoT devices for security and intelligence with developer APIs.

A security researcher details the process of remotely unlocking electric scooters by performing reconnaissance on the company's web infrastructure and exploiting vulnerabilities in WordPress and an operations panel.

This paper presents a novel framework for detecting performance drift in Machine Learning as a Service (MLaaS) within IoT environments, demonstrating significant accuracy improvements over baseline methods through adaptive monitoring.

This study uses connected vehicle telemetry data from Sydney to predict high-risk driving hotspots, benchmarking machine learning and time-series models for proactive road safety interventions.

Xiaomi has maintained its global Top 3 position in smartphones for 24 consecutive quarters, with record global ASP and strong performance in IoT products and high-priced smartphones in China.

This paper presents a systematic machine learning study of 6G-IoT beamforming optimization, comparing network, environmental, device, and vision feature groups for predictive power, and applying clustering methods to enhance performance.