Insights from practice.
Technical articles and insights about engineering, product development and embedded systems.
Latest posts
Technical deep dives, project insights, and engineering best practices.
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.
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Automating Sensor Data Annotation
How to automate annotation of sensor data for machine learning with rule-based labeling, active learning and weak supervision.
Machine Learning in Product Development
How machine learning accelerates product development and enables smarter, data-driven engineering decisions.
Software for Embedded Systems
Best practices for developing reliable embedded software for microcontrollers and industrial systems.
From Idea to Prototype
A detailed look at how I approach projects, from initial concept to working prototype.
Concept Development
The iterative design process: how to go from rough idea to refined concept efficiently.
Reliable PCB Design
Key principles for designing PCBs that are reliable, manufacturable, and cost-effective.
Embedded Systems
The invisible force behind modern technology: how embedded systems power everyday devices.
Planned
Python and Industrial PLCs
Bridging IT and OT: unlock PLC data and turn it into actionable dashboards and analytics.
Planned
ESP32 vs STM32: Choosing Right
A practical decision framework for choosing the right microcontroller for your embedded project.
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