Blog
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The Era of Gathering User Requirements Is Over (Even in Highly Regulated Environments)
When “Good” Requirement Gathering Is Not the Problem Let’s acknowledge something upfront. In certain industries, requirement gathering is not naive. It is disciplined, structured, and deeply embedded in how organizations operate. This is not chaos. This is maturity. And yet… even here, the cracks are starting to show. Not because the process is poorly executed,…
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AI in the API Layer: The Most Underrated Opportunity in Legacy System Modernization
When companies talk about introducing AI into their systems, the conversation almost always starts with the user interface. “Let’s add a chatbot.”“Let’s improve UX with AI suggestions.”“Let’s automate reports.” All valid ideas, but they miss the most powerful and strategic opportunity: The API layer. If your system has a well-defined API architecture, you already have…
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AI Tokens Explained: The Real Cost of Speed, Money, and the Planet
Every time you type a question into ChatGPT, Claude, or any other AI tool, something invisible happens behind the scenes: your words get chopped up into little units called tokens. Tokens are the currency AI runs on – they determine how much you’re charged, how fast your answer appears, how much the AI can “remember,” and…
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Replacing Legacy Systems with AI: A Framework That Actually Works
Most companies approach legacy modernization with the wrong question. They ask: “How do we replace this system?” The better question is: “How do we replace how users interact with it?” That shift in mindset changes everything – the strategy you choose, the risk you take on, the budget you need, and the speed at which…
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How to Improve Everyday Productivity with an On-Screen Cheat Sheet
Most productivity systems fail for a simple reason: they sit outside your workflow. You either memorize shortcuts, keep a notes file open, or constantly break focus to search “how do I…?”. A more practical approach is to bring the cheat sheet directly into your workspace – always visible, context-aware, and lightweight. This is where tools…
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When a 3D model teaches you Business Analysis and Project Management (again)
As I recently got back into 3D modeling (a hobby I wrote about in one of my previous posts) I found myself in a strangely familiar situation. I jumped straight into designing. No clear idea fully defined.No structured plan.Just pure “I can do it” energy. And while that mindset has served me well many times…
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I wrote a 78-page tuning guide for the Bambu Lab A1 Combo. Here’s why.
When my A1 Combo arrived, the first print came off the bed in twenty minutes — a little Benchy, perfect, no fuss. I remember thinking: this is going to be easy. Then I tried a vase. Then a phone stand. Then a name plate with embossed letters. Somewhere around print number 6 or 7 😉…
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Back to Modeling: 25 Years Later
In my previous post, “3D Printer, 10 Years Later,” I reflected on the journey from endlessly tweaking a stubborn machine to finally enjoying what 3D printing is actually about – creating useful things. This time, the story shifts a bit. It’s not about the printer. It’s about going back to something I hadn’t touched in…
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3D Printer, 10 Years Later
Ten years ago, I bought my first 3D printer – a Geeetech Acrylic I3 PRO B Prusa. It didn’t come in a sleek box, ready to go. It came as a challenge. A pile of parts. Screws, rods, wires, and just enough instructions to make you believe it was possible. I spent nearly 24 hours…
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Writing Meeting Minutes Before the Meeting?
Most people treat meeting minutes as an afterthought. Something you should write once the meeting is over — ideally.In reality? They’re often postponed, forgotten, or reconstructed from vague memories and half-written notes. What if I told you that the most effective meeting minutes are written before the meeting even starts? This simple shift has significantly improved…