"AI makes me 10x faster" — really? Here is the pragmatic method I use to honestly measure the impact, without kidding myself.
On LinkedIn everyone is 10x. In real life the gain is real but measurable — if you don't kid yourself.
Story → prod time, bugs within 7 days of deploy, time to first PR on unknown repo, cost per story.
Story → prod: -42%. Bugs stable. First PR: -68%. Cost per story: -35%. Net ~2x, not 10x.
Selection, scope, latent quality degradation.
My full AI stack, tested and budgeted. What earns every euro spent and what is useless despite the hype.
From Copilot to Claude, AI assistants radically changed how I code in 2026. Concrete feedback after 18 months of daily production use.
Beyond the buzz, here are the 8 prompting patterns that double AI answer quality on real code. With before/after examples.
I design and ship tailor-made applications. 9 years of experience. Let's talk over a coffee (or a call).
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