Ai | Thomas Nys

Engineering culture and technical debt - speed without quality creates drag

Speed-only cultures build hidden debt, not velocity

Irreversible architecture decisions - recognizing one-way doors in system design

The architecture decisions you can't reverse

Developer headcount vs delivery - why coherence matters more than capacity

Why hiring more developers won't fix your delivery proble...

Integration architecture mistakes - self-inflicted pain from poor API design

Most integration pain is self-inflicted

Architecture beyond code - why system design includes people and process

Most teams view architecture as code

System dependencies and delivery speed - hidden drags on data team velocity

Dependencies are the hidden drag for your delivery speed

AI security architecture - preparing your data systems for emerging threats

Is your architecture ready for AI-driven threats

Team organization by outcome - why technology-based structures create patchwork

If you organise by technology rather than by outcome, you...

Engineering scalability - eliminating friction instead of sprinting harder

You don't scale by sprinting harder

Architecture constraints as creativity enablers - focused design decisions

Most people think constraints limit creativity