The Stages of Judgment-Driven Development
Execution is cheap. Judgment is scarce. This post lays out the stages of Judgment-Driven Development and explains where human judgment must remain non-negotiable in AI-accelerated product development.
Newrealm
Thinking through leadership, AI, and product management, with the occasional detour.
Recent writing
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What "Human Judgment" Actually Means in the Age of AI
As execution becomes cheap, judgment becomes the bottleneck. This post unpacks what human judgment really means in AI-assisted development, why "human in the loop" is not enough, and why accountability must be designed into the process.
When Vibe Coding Meets Reality
Vibe coding makes building feel effortless, but speed without judgment creates risk at enterprise scale. This post explores why execution is no longer the bottleneck, and what’s actually missing.
Where the Full-Stack Builder Model Works, and Where It Breaks
AI makes building faster, but collapsing PM, UX, and engineering into one role only works in certain contexts. Here’s where it shines, and where it creates fragility.
A Real Second Brain
How I stopped working for my second brain and started extracting value from it, without forcing structure or discipline theater.
CV Match: Why I Built It, What I Refused to Build, and What I Learned After 100 Real Users
Why I built CV Match, the product constraints I refused to compromise on, and what I learned after shipping a small but real product to real users.
Weekend experiments
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CVMatch
A lightweight CV-to-role matcher that experiments with pragmatic AI + MLOps patterns.
image2sound
Transform any image into a unique audio composition — translating color, contrast, and structure into sound.
life3d-rgb
A visual experiment turning Conway’s Game of Life into a colorful 3D simulation.
SpaceMonger
A tiny arcade style browser game where you pilot a ship, fight space spiders, and collect gold coins.
About this space
Written by Rami Pinku.
A place to practice clear thinking in public. All views my own.