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How to run a fully local AI voice agent on a $50 Arduino Uno Q board, covering speech recognition, intent understanding, and TTS implementation for edge AI applications.

Real-world testing of u-blox NEO-M9N with IMU and wheel odometry fused via UKF achieves meter-level positioning. An honest look at low-cost GPS sensor fusion performance and limitations.

Building an NRF52840 Bluetooth left-hand keyboard from scratch: why NRF52840+ZMK, AI-assisted project init, pin assignment, and real-world debugging of Bootloader offsets and Kconfig configuration.

A self-taught maker built a two-wheel self-balancing rover from PVC pipe using ESP32 and LoRa, with a custom handheld controller. Full breakdown of hardware, PID control, and firmware.

In-depth review of the Xiaodu Health Screen: a 10.1-inch large display with an AI large model, supporting remote care, emergency calling, and smart companionship, designed for the elderly. Final price as low as ~598 yuan with national subsidies.

AI-powered smart home devices are reshaping household security. This article analyzes sociotechnical threat models—from prompt injection and data breaches to domestic abuse—and explores responsible AI home design principles.
Binary Coverage Analysis Without Sourc…
A deep dive into binary coverage collection without source code, covering INT3 breakpoint traps, page protection tricks, Intel PT hardware tracing, and AFL bitmaps for reverse engineering and fuzzing.

Redis creator Antirez's DS4 inference engine tested: running DeepSeek V4 Flash locally on a 128GB Mac via asymmetric structure-aware quantization, with real-world coding benchmarks.

Build a traffic light system using Claude Code's Hooks callbacks to display real-time AI programming status via LEDs, light strips, and buzzers with serial communication on Zephyr RTOS.
TutorialsA hands-on demo showing how an AI Agent completes UART serial communication development with zero code — from pin analysis and code generation to flashing and logic analyzer verification — all in under one minute.
TutorialsComplete guide to downloading code to STM32 via ST-Link, covering SWD wiring, driver installation, Keil debugger configuration, compiling, flashing, and troubleshooting for beginners.
Product ReviewsSame NRF52840 Bluetooth memory overflow bug tested with TRAE and Claude Code using DeepSeek V4 Pro. Real-world comparison of AI debugging capabilities in embedded development.
Product ReviewsHands-on test using Trae AI for STM32 MCU development: from CubeMX project setup to LED blink, code compiles first try with zero errors. Full workflow and capability analysis.
TutorialsOpen-source MSPM0 embedded AI development Skill for electronics design contests. Enables AI Agents to auto-configure peripherals, compile, flash, and tune PID parameters via SysConfig CLI.
TutorialsA deep dive into an STM32F103C8T6 HAL library AI smart car course, exploring AI's real capabilities and three key limitations in embedded development, and the best practices for human-AI collaboration.
TutorialsA complete solution for XiaoZhi AI voice-controlling smart home devices via MCP protocol and STM32 dual-MCU communication, covering stepper motor control, peripheral switching, and MCP's embedded applications.