NanoForgeFlow released nff, an open-source MCP server that lets coding agents like Claude directly control ESP32-class hardware, enabling autonomous firmware development, over-the-air deployment, and …
MicroPipe, a dependency-free Python re-implementation of the Pipe language core, now runs on a $5 ESP32 microcontroller, verified against the real pipe v0.9.4 binary. It supports ~59 curated builtins,…
Docker and Docker Sandboxes can solve ESP32 firmware development reproducibility and enable safe AI coding agent sessions, according to a technical guide. The official espressif/idf Docker image provi…
GDG Basilicata organized DevFest Basilicata, rebranded as DevForest, in a forest in Tito, Italy, where 66 developers collaborated to build a smart greenhouse. The event featured technical interdepende…
Pmalfa31 developed a tomato grading system using an ESP32 and machine learning that sorts standard and cherry tomatoes by color and size, with a web simulator available for testing. The system uses tw…
Josh Millar of Imperial College London led an article published in GetMobile benchmarking micro-NPUs, ultra-low-power neural network accelerators found in low-cost chips such as ESP32-based boards and…
A developer without formal C++ or electronics training built an autonomous edge-computing air quality monitor using modular hardware and AI tools, and shared a six-step framework for others to build s…
A developer asked AI to design 12 ESP32 dev boards, but the AI suggested writing deterministic scripts instead, which the developer did. The resulting open-source project, atomic14/kicad-esp32-dev-boa…
An unofficial fork of the WiPhone open-source phone firmware (v0.8.30) adds a System Benchmark, test harness, and ports of Doom and Gravity Defied to the ESP32-based Wi-Fi phone, with most of the fork…
A 28.9M parameter large language model has been deployed on an $8 microcontroller, demonstrating that specialized tiny models can handle basic logic and text generation on low-cost edge hardware. The …
A developer has created WiFi-LLM, a system that runs a Llama-2-architecture model on an ESP32 microcontroller by streaming weights from a PC over WiFi, keeping the ESP32's RAM usage flat at around 110…
An embedded systems engineer recounts their journey from bare-metal firmware to deploying machine learning models on edge devices. The developer describes early work with ARM Cortex-M platforms, trans…
WebAssembly (WASM) and the Ternlight framework enable compact, high-performance AI deployment for low-bandwidth areas. The approach uses model compression, WASM conversion, and offline operation to de…
A recent engineering graduate built a millimeter-wave radar prototype that uses FMCW technology and a neural network to classify building materials, specifically targeting asbestos detection. The proj…
A developer built a real-time arrhythmia detector using TinyML on an ESP32 microcontroller, processing raw ECG data locally with TensorFlow Lite for Microcontrollers. The system uses a quantized 1D-CN…
David Poblador argues that AI coding agents are replacing the informal favor economy that has long underpinned engineering teams. He describes how tasks that once required a team and a month can now b…
A maker named emadgaidi shared a design for a minimalist smart lamp powered by an ESP32 with WLED, featuring a cylindrical ribbed lampshade for light diffusion. The lamp uses an integrated LED strip a…
A developer released PySpell, a sandboxed evaluator for ESP32 microcontrollers that runs a safe subset of Python and Rust, enabling local execution of code generated by a tiny 0.45M-parameter language…
TetherIA launched the Aero Hand Open, a fully 3D-printed, open-source robotic hand priced at $314, designed for AI research and dexterous manipulation. The hand features 16 joints, 7 degrees of freedo…
A user reverse-engineered a FlexiSpot standing desk's proprietary protocol using an ESP32 microcontroller and Claude Code AI, enabling Home Assistant control. The same approach was used to hack a Plau…