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AI helped me build faster than I could handle, and that changed how I think about software delivery
There is a moment in AI-assisted product building that feels almost magical. You describe a feature, define a direction, set a few boundaries, and suddenly the system starts moving at a speed that would normally require a full senior team. Features appear quickly. Improvements stack on top of each other. The product starts taking shape…
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3.5 Hours, 6 EPICs, and €13,138.75 of Team-Equivalent Delivery
On March 30, 2026, I used Codex inside my own governance framework, Virtual Company Kernel, to deliver and merge six substantial EPICs in roughly 3.5 hours. Based on the repo’s own role decomposition, that scope maps to about 457 hours of senior team-equivalent labor, or €13,138.75 at €28.75 per hour. There are a lot of…
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The Missing OS for AI-Driven Development: From Hallucinations to High-Governance.
We’ve all been there: You open your favorite AI agent, paste a complex request, and hope for the best. Instead of a finished feature, you get a “hallucinated” mess that breaks your build. The problem isn’t the AI—it’s the lack of rules. If you want to move beyond hacking on weekend projects and start running…
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Why Processes Fail Without Ownership and Accountability
“You can own a task without being accountable for the final result,but you can’t be accountable without ensuring someone owns the work.” In every company I’ve worked with, I’ve seen one common pattern: broken processes are rarely about bad design, they’re about unclear responsibility. You can document steps, create flowcharts, or automate half of it,…
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The End of SaaS as We Know It
We’re standing on the edge of a major shift in how we build, use, and even think about software, especially in business. If you’re using an ERP to manage finances, a warehouse management system (WMS) to track logistics, or an EPOS in retail, chances are those tools will look completely different or disappear altogether in…
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What Is a Use Case (and Why Should You Care)?
In product development, we throw around a lot of terms. “Epics,” “features,” “tickets,” “stories” but one of the most useful and underappreciated tools is something called a Use Case. So… what exactly is a Use Case? A Use Case is a way to describe how someone interacts with your product to get something done. Simple…
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Understanding MVP: The Core Philosophy
A Minimum Viable Product is more than just a stripped-down version of your final product. It’s the earliest testable product that provides just enough core functionality to validate the market need or user desire. As a Product Manager, you’re responsible for ensuring that your MVP isn’t overloaded with features and whistles, which often leads to…
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The Power of the Few: Why 10% of Employees Often Drive 50% of the Work
I recently got intrigued by this idea: “Out of 100 employees, 10 end up doing over 50% of the work in the company.” It’s a statement I’ve come across in various articles and discussions, so I decided to dig into it myself. The more I researched and reflected on the workplaces I’ve been a part…
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Why Role Clarity Often Fades in Fast-Growing Environments
When a company is in high-growth mode, roles and responsibilities are frequently in flux. More clients, tighter deadlines, and a broader feature set mean everyone is hustling to deliver. Here’s what typically happens: All this hustle is good for the business but can create confusion over “who’s supposed to be doing what.” And when something…
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Why the Product Manager is Like a Mini-CEO
When people say a Product Manager (PM) is the “mini-CEO” of a product, they aren’t just throwing buzzwords around. Think of a CEO’s main responsibilities: steering the company vision, ensuring financial viability, nurturing stakeholder relationships, and keeping the entire company moving in one direction. A great Product Manager mirrors these responsibilities on a smaller scale,…