Rami Pinku
The Model Already Knew the Answer
A new study finds the newest AI systems already hold 95 to 98 percent of the facts we test them on. The failure is not missing knowledge. It is reaching what is already there.
Newrealm
Senior PM, AI governance and infrastructure. 20+ years in enterprise software.
Where I think out loud about product, leadership, and AI.
The main thread: Judgment-Driven Development, a framework for software teams building in a world where AI makes execution cheap.
Writing
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The Skill Records Its Reasoning. It Does Not Record Yours.
A viability gate scored a product idea three moderates and cleared it to proceed. A human killed it anyway, and nothing about that call survives in the repository.
Saying It Out Loud
On Can't Hurt Me, the Goggins principle I actually took from it, and the goal I'm putting here so I can't quietly let it slide.
Fail Fast Was Never a Strategy.
Lean Startup's Build-Measure-Learn loop had four judgment gates built into it. AI made execution cheap and priced the gates out. That is the mechanism behind the AI productivity paradox.
The Right Tool, Not the Newest One
When building an AI skill is the wrong answer, and a checklist is the right one — and how to tell the difference before you build.
The Judgment Log at the Engineering Station: What to Write, What to Skip
The one-line test tells you what deserves an entry. This post tells you how to recognize the moment, in the middle of a session, when you have crossed from accepting a suggestion into making a decision.
Applied AI builds
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Job Search Query Builder
Build a precise Google search to find job posts on Workday, Greenhouse, Lever, and more, filtered by company, role, and region.
Build Your Personal AI Brain
A step by step guide to building a three-agent personal intelligence system that reads your notes, monitors the web, maintains a private wiki, and delivers daily and weekly briefings to your inbox.
Personal Executive Briefing Agent
A judgment support system that reads your signals every night and tells you what actually matters in the morning.
Chronicles of the Elder Realm
An open-source, AI-powered solo text adventure inspired by D&D 5e. You lead a party of four through a procedurally generated fantasy world, guided by an AI Dungeon Master.
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.
About this space
Written by Rami Pinku.
A place to practice clear thinking in public. All views my own.