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This final article connects the embedded AI device to the real world. It describes how inference results leave the MCU, travel through MQTT and HTTP, land in a Rust backend.
The TinyML lifecycle on a microcontroller, from dataset preparation and model training to TensorFlow Lite Micro on bare metal, with the model bound into Rust firmware through a custom FFI wrapper.
This article covers the hardware I use in my AI device project, why I chose it, and how I structured the firmware in Rust.
This series covers the building of an ESP32-S3 device with ML built right into the firmware, along with the decisions, compromises, and challenges that came up along the way.
This project converts raster images into cross-stitch and needlepoint patterns. The output is a structured, printable and editable SVG pattern, with full control over the size and the color palette.
A playground for the micro:bit v2.21: GPIO, I2C, SPI, UART, ADC and PWM experiments on the nrf52833.
-rw-r--r-- 24 Jun 2025 2m Embedded RP2040 Pico W Lab note A playground for the Raspberry Pi Pico W: Wi-Fi, GPIO, I2C, SPI, UART, ADC and PWM experiments on the RP2040.
An Anchor program that stores and updates user-defined key-value entries on-chain, a small favorites manager.
Two Anchor programs where one calls the other through a CPI, with a System Program transfer alongside it.
A minimalist on-chain guessing game built with Rust and Anchor: the contract picks a number, the player guesses it.
A minimal native Rust Solana program that increments and decrements an on-chain counter owned by the user's keypair.
RestOn is an agent that generates backend code from a text query. It is built in Rust on top of Actix-web.
-rw-r--r-- 10 Dec 2024 2m Systems std web_server note A multi-threaded HTTP server written with the Rust standard library only: thread pool, TCP listener and static file serving.
-rw-r--r-- 19 Oct 2024 2m Systems Actix-Web Server note An async RESTful notes service built with Actix-Web, Tokio, SQLx and SQLite: the architecture, the routes and the setup.
-rw-r--r-- 11 Oct 2024 1m Making TUI Inventory App note A terminal inventory manager built with Rust and Cursive: create, list and delete items, persisted in a flat JSON file.
-rw-r--r-- 7 Oct 2024 1m Making TUI Pomodoro App note A keyboard-driven Pomodoro timer built with Rust and Cursive, with a configurable session length and a minimal interface.
A Rust and wasm-bindgen experiment: build a WebAssembly tax calculator and serve it from a static page.
Three C++ games built in Unreal Engine 5 - Dungeon Raider, Toon Tanks and ISSRiot - and what they taught me about level design.
A Java Swing desktop app that creates and launches Android emulators, downloads missing system images and lists running devices.
-rw-r--r-- 26 Jun 2023 1m Systems HTML Scraper note A Spring Boot pipeline that fetches a page, parses it with Jsoup, maps the data to POJOs and writes an Excel file.
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