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Process · 4 min read
A research-first loop — not guesswork
The same loop scales from a single feature to a full platform: Discover, Define, Design, Validate, Ship & measure.
Practice · 5 min read
How I use AI, every single day
AI isn't a buzzword on my resume — it's woven into each stage of my loop. The tools accelerate; the judgement stays human.
Onboarding · 3 min read
Hit the ground running
Where I'd create value early — listen, prove, then scale the system.