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Technical articles and insights about engineering, product development and embedded systems.

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Latest posts

Technical deep dives, project insights, and engineering best practices.

AutoAnnotate sensor data labeling New
Jul 2026 · 13 min

AutoAnnotate: label sensor data without weeks of manual work

How cameras and sensors together produce ML training data — proven with the Maatje Pop care robot.

Machine LearningSensor DataAutoAnnotate
Automating sensor data annotation for machine learning
Apr 2026 · 18 min

Automating Sensor Data Annotation

How to automate annotation of sensor data for machine learning with rule-based labeling, active learning and weak supervision.

MLData AnnotationSensor Data
Machine learning in product development
Jan 2026 · 8 min

Machine Learning in Product Development

How machine learning accelerates product development and enables smarter, data-driven engineering decisions.

MLAIProduct Dev
Software for embedded systems
Dec 2025 · 10 min

Software for Embedded Systems

Best practices for developing reliable embedded software for microcontrollers and industrial systems.

EmbeddedC++Firmware
From idea to prototype workflow
Dec 2025 · 9 min

From Idea to Prototype

A detailed look at how I approach projects, from initial concept to working prototype.

WorkflowPrototypingProduct Dev
Concept development and iterative design
Nov 2025 · 12 min

Concept Development

The iterative design process: how to go from rough idea to refined concept efficiently.

DesignIterationConcept
Reliable PCB design principles
Oct 2025 · 10 min

Reliable PCB Design

Key principles for designing PCBs that are reliable, manufacturable, and cost-effective.

PCBElectronicsDFM
Embedded systems in modern technology
Sep 2025 · 8 min

Embedded Systems

The invisible force behind modern technology: how embedded systems power everyday devices.

EmbeddedIoTSystems
Python connecting to industrial PLCs Planned

Python and Industrial PLCs

Bridging IT and OT: unlock PLC data and turn it into actionable dashboards and analytics.

PythonPLCOPC UA
ESP32 vs STM32 microcontroller comparison Planned

ESP32 vs STM32: Choosing Right

A practical decision framework for choosing the right microcontroller for your embedded project.

ESP32STM32Embedded

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