Dev.to
7/22/2026

From machining to machine learning: an unconventional path into software
Short summary
A developer recounts their journey from CNC machining training to software engineering, eventually leading technical decisions at a recruitment tech company in Utrecht. They built an internal AI assistant that classifies support tickets and retrieves context from past cases, cutting non-bug tickets reaching engineering by roughly 70%. They are now starting a postgraduate degree in Applied AI Engineering, framing unconventional backgrounds as an asset rather than a deficit.
- •Career path from CNC machining technician to software developer and tech lead at Robin
- •Built internal AI assistant reducing non-bug support tickets to engineering by ~70%
- •Starting postgraduate degree in Applied AI Engineering later this year
Generated with AI, which can make mistakes.
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