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Beyond Binary Input: The Engineering Cost of the Analog Keyboard Paradigm Shift

Beyond Binary Input: The Engineering Cost of the Analog Keyboard Paradigm Shift The recent market discounting of premium peripherals, such as Razer’s Huntsman V3 Pro, signals more than a standard retail cycle; it marks the commoditization of a fundamental shift in human-computer interface (HCI) technology. For decades, the mechanical keyboard market operated on a binary paradigm: a copper leaf made physical contact, closed a circuit, and triggered a hardware interrupt. The rise of analog optic

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ExternalSoftware Engineering
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The Laws That Quietly Govern Good Software (Part One)

"We'll clean it up later." In my last post, I wrote about the hidden complexity behind simple products. The short version: great software feels effortless because someone chose to carry the complexity for you. This post is about how engineers learn to carry it. Not through frameworks. Not through tools. Through a small set of laws that keep showing up, decade after decade, in every codebase and every team. Most of them were written before I was born. All of them are still true. I found a wonderf

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ExternalSoftware Engineering
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Paving the wrong Path: What a Broken Government System Taught Me About Feedback Loops

Last year I was made redundant from an NHS role. Around the same time, the team I worked in got a "new system." Everything that used to live on paper — or, honestly, in something that behaved like a shared Excel sheet — was going digital. I was still employed during the first few weeks of rollout, so I watched it happen. And the thing I remember most clearly is that it didn't make anything better. The forms moved from paper to screen, and that was more or less the whole story. The same duplicati

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ExternalSoftware Engineering
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Replacing spaCy's Sentencizer with yasbd: From 55.4% to 98.9% Accuracy

Sentence segmentation—splitting text into individual sentences—is a foundational step in most NLP pipelines. It seems simple, but as anyone who has worked with real-world text knows, the details matter. Abbreviations like Dr., URLs, ellipsis, and complex punctuation can trip up even well-intentioned rule-based systems. spaCy's built-in Sentencizer is a fast, lightweight, rule-based component designed for this task. However, by design, it makes a trade-off: speed and simplicity over accuracy on e

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