Category: Personal Experiences

  • 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…

  • 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…

  • 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…

  • 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…

  • 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…

  • 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…

  • The Hidden Cost of Testing in Software Projects

    In our journey through the challenges of building software, it’s tempting to look for shortcuts to save time and money. One common shortcut is cutting back on testing. This might seem like a clever way to keep costs under control, especially when we’re confident in our work. But this approach can backfire. Imagine releasing an…

  • Navigating the Tech World with Wisdom: How Jordan Peterson’s ’12 Rules for Life’ Guides My Role as a CTO

    Not long ago, I read a book called “12 Rules for Life” by Jordan Peterson. This book is full of good advice and has really made me think about how I do my job. In my work, I lead a team that develops software. It’s a job that changes a lot and can sometimes be…

  • Demystifying GTM and PMF in Software Development

    Picture this: It was a crisp morning, and I sat in a conference room, surrounded by eager faces. Our client had just shared their ambitious plans for a new software product, and the excitement in the room was palpable. As a CTO at our software development company, I was ready to dive into the technical…

  • Streamlining Team Efficiency: A Practical Approach to Managing Help Requests

    In the fast-paced world of software development, time is a precious commodity. As a Chief Technology Officer, I recently faced a common yet underrated challenge: my team was spending a significant amount of time assisting each other with problems, impacting our overall productivity. This experience led me to implement a structured approach for managing help…