AI at the Edge - Can I run a neural network in a resource-constrained device?
AI at the edge is no longer science fiction, it can run on tiny, resource-constrained devices like Arm Cortex-M4 and M7 microcontrollers. This post introduces inference-only neural networks on MCUs, explains why edge AI matters for power, latency, and privacy, and points to practical toolchains such as STM32Cube.AI, Arm NN, and AWS Greengrass to get started quickly.
Embedded Programming Video Course Teaches RTOS
From basic foreground/background loops to priority-inheritance protocols, this free video course walks you through building and improving an RTOS step by step. Lessons cover manual context switching, round-robin and preemptive priority schedulers, efficient thread blocking, and synchronization primitives. The series finishes with a practical port to a professional RTOS in the QP/C ecosystem, showing semaphores, mutexes, and ways to prevent priority inversion.
The Hardest Bug I Never Solved
A single overlooked sentence in the STM32 datasheet turned intermittent startup resets into a major time-leach. Senior engineers chased DMA buffers and overflows for hours until Unni discovered the ISR vector table had been relocated to RAM with only 256 byte alignment while the MCU required 512 bytes. The misalignment caused interrupts to jump to the reset handler, and fixing the alignment stopped the reboot loop for good.
Is it a Bug or an Error?
The famous moth-in-the-relay story helped 'bug' and 'debugging' become everyday terms, but this piece questions whether that cozy label softens accountability. It argues software failures usually come from human mistakes in requirements or implementation, not literal insects, and asks whether using words like 'error' or 'mistake' would push engineers to treat safety and reliability more seriously. Join the conversation.
Lazy Properties in Python Using Descriptors
Python descriptors let you outsource attribute lookup, and Jason Sachs walks through a practical use: lazy, cached properties. He presents a LazyProperty descriptor that defaults to a WeakKeyDictionary cache so computed results are stored on first access and automatically purged when objects are garbage collected. The post shows how to share caches by value using attrkey or swap cache classes for different use cases.
Android for Embedded Devices - 5 Reasons why Android is used in Embedded Devices
Android may seem like a phone OS, but it now solves real embedded product problems. This post outlines five practical reasons engineers pick Android for devices with displays, from built-in touch and GUI frameworks to simplified camera and wireless APIs. It also covers vendor BSP and driver support, a large developer pool, and how Android speeds prototyping by reusing phones or tablets as HMIs or processors.
Introduction to Deep Insight Analysis for RTOS Based Applications
Debugging can consume over 40% of a development cycle, and Jacob Beningo argues RTOS projects need more than breakpoints and assertions. He presents deep insight analysis as a trio of techniques—RTOS-aware debugging, run-time analysis, and profiling with coverage—that expose what the system is actually doing. These methods help engineers cut guesswork and speed verification of complex embedded applications.
Continuous Integration for Embedded Systems
Hardware dependencies make continuous integration for embedded systems harder than for pure software, yet it is essential for quality and faster feedback. This post explains the three CI types, host, non-host and hardware-in-the-loop, then compares trade-offs in cost, parallelism, timing accuracy and portability. It also outlines steps in a typical CI pipeline and highlights practical tools and plugins, including Jenkins and static analysis to automate builds and tests.
Tenderfoot: Embedded Software and Firmware Specialties
This post revisits an earlier Stack Overflow answer and breaks embedded firmware into practical specialties, from assembly optimization and device drivers to DSP, IoT networking, security, UI, and systems architecture. It outlines the core skills, tools, and math each specialty demands, and explains how product constraints and industries shape those roles. Newcomers get clear guidance on where to focus their learning and career development.
Embedded Toolbox: Source Code Whitespace Cleanup
Trailing whitespace and mixed end-of-line conventions can silently break preprocessing or bloat diffs, yet they are invisible in editors. QClean is a tiny, blazingly fast CLI utility that removes trailing spaces, normalizes EOLs, replaces tabs with spaces, and optionally flags long lines. It runs cross-platform or as a native binary in qtools/bin and is easy to customize and rebuild for your workflow.
Embedded Toolbox: Windows GUI Prototyping Toolkit
You can prototype and debug complex embedded device user interfaces on Windows using the tiny, free QWin toolkit. It runs the same C code you compile for the target by implementing a Windows BSP, letting you develop UI code quickly with MinGW or Visual C++ and a visual resource editor. The result is far faster compile-run-debug cycles and a simpler path around flaky prototype hardware.
Six Software Design Tools
Software design need not be mysterious, these six practical tools give a disciplined way to shape readable, testable, and maintainable code. The post walks through naming (DAMP), duplication control (DRY), complexity metrics (MCC), SOLID principles, API layering, and test-driven development, showing how each idea applies across languages and embedded systems. Use them as checklists for code reviews and design thinking.
The Hardest Bug I Never Solved
A single overlooked sentence in the STM32 datasheet turned intermittent startup resets into a major time-leach. Senior engineers chased DMA buffers and overflows for hours until Unni discovered the ISR vector table had been relocated to RAM with only 256 byte alignment while the MCU required 512 bytes. The misalignment caused interrupts to jump to the reset handler, and fixing the alignment stopped the reboot loop for good.
Hidden Gems from the Embedded Online Conference Archives - Part 2
A look back at a deep dive into the Mars Perseverance flight software from one of the technical leads at JPL.
Ten Little Algorithms, Part 4: Topological Sort
Jason Sachs detours from signal processing to make topological sort feel practical and even a little funny, using a Martian Stew recipe to illustrate dependencies and cycles. He walks through two canonical algorithms, Kahn’s method and the depth-first-search variant, compares adjacency-list and matrix graph representations, and provides complete Python implementations so you can run and inspect cycle detection and ordering yourself.
Lazy Properties in Python Using Descriptors
Python descriptors let you outsource attribute lookup, and Jason Sachs walks through a practical use: lazy, cached properties. He presents a LazyProperty descriptor that defaults to a WeakKeyDictionary cache so computed results are stored on first access and automatically purged when objects are garbage collected. The post shows how to share caches by value using attrkey or swap cache classes for different use cases.
Jaywalking Around the Compiler
Messing with inline assembly can feel powerful until the compiler silently undoes you. Jason Sachs walks through a real bug on a Microchip dsPIC33E where pushing CORCON and writing a fixed value corrupts compiler-managed state and produces wrong results when the compiler reorders code. The post shows why the stack and certain registers are off-limits to raw inline asm, and gives practical, safe patterns to save and restore mode bits.
Assembly language is best - except when it isn’t
A look at why writing in C often produces more efficient code than hand-written assembly language.
Embedded Toolbox: Programmer's Calculator
A tiny but powerful cross-platform tool, QCalc evaluates full C-syntax expressions so you can paste results straight into firmware. It handles bitwise ops, mixed hex/decimal/binary constants, and scientific math, and it automatically shows integer results in formatted hex and binary. The post explains key features, variable handling, error messages, and how to run qcalc.tcl with the wish Tk interpreter.
Surprising Linux Real Time Scheduler Behavior
An embedded Linux data acquisition project ran into puzzling UART latency whenever heavy UI animations ran. Moving all app threads to SCHED_FIFO helped but did not eliminate delays. After reading about kernel worker thread interactions, Matthew moved the UI back to the normal scheduler and the jitter vanished. The post highlights an unexpected kernel level priority inversion risk and a pragmatic workaround.
Modern Embedded Systems Programming: Beyond the RTOS
Blocking-based RTOS tasks make embedded systems brittle and hard to extend, this post argues, and presents a practical alternative: active objects organized as message pumps. It explains why one-blocking-call tasks and nonblocking event handlers improve responsiveness and reduce task proliferation, and recommends using frameworks plus hierarchical state machines and UML to enforce good architecture and make designs scalable.
Favorite Tools - Look Up Tables
Look up tables are one of the simplest but most effective tools in an embedded engineer's toolbox, and this post shows why. Using a keypad example the author demonstrates a static table of key behaviors that packs repeat rates, enum mappings, and debug names into one place so changing behavior or adding keys is trivial. The article also outlines other uses like state machines and UI internationalization.
Getting Started With Zephyr: Kconfig
In this blog post, we briefly look at Kconfig, one of the core pieces of the Zephyr infrastructure. Kconfig allows embedded software developers to turn specific subsystems on or off within Zephyr efficiently and control their behavior. We also learn how we can practically use Kconfig to control the features of our application using the two most common mechanisms.
Cutting Through the Confusion with ARM Cortex-M Interrupt Priorities
ARM Cortex-M interrupt priorities are famously confusing because numeric priority values are inverted relative to urgency and several different conventions coexist. This post cuts through the mess by explaining NVIC register bit placement, the CMSIS NVIC_SetPriority convention, preempt versus subpriority grouping, and when to use PRIMASK or BASEPRI. Read on for practical rules to avoid subtle priority bugs in real-time firmware.
Tenderfoot: Embedded Software and Firmware Specialties
This post revisits an earlier Stack Overflow answer and breaks embedded firmware into practical specialties, from assembly optimization and device drivers to DSP, IoT networking, security, UI, and systems architecture. It outlines the core skills, tools, and math each specialty demands, and explains how product constraints and industries shape those roles. Newcomers get clear guidance on where to focus their learning and career development.
Dark Corners of C - The Comma Operator
Ever seen a line like if (!dry_run && ((stdout_closed = true), close_stream(stdout) != 0)) and wondered what that comma means? Stephen Friederichs unpacks the rarely-discussed C comma operator, shows a circular-buffer example where it seemed to simplify looping, then demonstrates how precedence and readability problems (and even MISRA C bans) make it dangerous in practice. Read on for practical uses and cautionary lessons.
Getting Started With Zephyr: Devicetrees
This blog post provides an introduction to the "Devicetree", another unique concept in The Zephyr Project. We learn about the basic syntax of a device tree and how its structure and hierarchy mirror hardware, from the SoC to the final board. We also see how hardware described in a devicetree can be referenced and controlled in the source code of a Zephyr-based application.
Designing Embedded System with FPGA - 1
Getting an embedded system running on an FPGA is much simpler than it sounds when you use Xilinx EDK and a soft processor. Pragnesh Patel walks through a beginner-friendly approach using the MicroBlaze CPU, drag-and-drop IP cores, and a Spartan-3E starter kit so you can assemble peripherals without deep VHDL knowledge. The post focuses on the EDK base system builder and first setup steps to generate a working design.
NULL pointer protection with ARM Cortex-M MPU
This post explains how you can set up the ARM Cortex-M MPU (Memory Protection Unit) to protect thy code from dragons, demons, core dumps, and numberless other foul creatures awaiting thee after thou dereference the NULL pointer.
New book on Elliptic Curve Cryptography
New book on Elliptic Curve Cryptography now online. Deep discount for early purchase. Will really appreciate comments on how to improve the book because physical printing won't happen for a few more months. Check it out here: http://mng.bz/D9NA
