Vibe coding still needs engineering judgment
How to move fast with AI while keeping product scope, architecture, and deployment decisions grounded.
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Technical, business, and personal writing from the builder side.
This is the home for longer thinking: practical engineering notes, founder lessons, sales system breakdowns, AI workflows, and personal reflections from building in public.
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Lead scoring is a prioritization problem
A practical view of how AI can improve outreach without turning every sales message into noise.
Read postBuild the smallest system that proves the point
Why useful software starts with a painful workflow, a measurable result, and a path to repeatability.
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LinkedIn articles
Professional updates, business notes, and longer-form posts for operators and founders.
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