When we talk about bias in technology, the conversation often jumps straight to data. Training sets, sampling issues, skewed distributions — these are familiar and important concerns. But long before data enters the picture, bias has already been at work. It begins in the human mind. Every line of code is written by someone who …
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Bias and Blind Spots — An Invitation to Awareness
Most of us like to think of ourselves as fair-minded. We value evidence. We try to be reasonable. We believe we are open to correction. When bias is mentioned, we often imagine it as something obvious and external — a flaw in others, a problem “out there”, something that can be identified and fixed once …
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Rooted and Grounded: A Life Built on Christ
By the end of January, the energy of beginnings often fades. The year no longer feels new; it feels real. Routines have reasserted themselves. Pressures have returned. Whatever clarity we glimpsed at the start of the month may already feel distant. This is precisely why foundations matter. Foundations are not built for moments of enthusiasm. …
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Reproducibility: The Hidden Virtue in Data Work
Reproducibility is rarely celebrated. It doesn’t make for impressive demos. It doesn’t generate excitement in meetings. It rarely appears in marketing copy. And yet, without it, much of modern data work quietly collapses under scrutiny. In an age driven by dashboards, models, and automated decisions, reproducibility is one of the most important — and most …
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Holding Fast to What Is True
Truth is not always loud. In a world shaped by constant updates, competing narratives, and confident opinions, truth can feel surprisingly fragile. It is often quieter than misinformation, slower than outrage, and less immediately rewarding than certainty. And yet, without truth, nothing lasting can be built. Scripture speaks of truth not primarily as information, but …
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Principles Before Tools: Why Foundations Matter
Technology changes quickly. Tools, frameworks, languages, and platforms rise, mature, and fade with remarkable speed. What felt essential five years ago may now feel obsolete. Anyone who has spent time in technical work knows the quiet anxiety this can produce: am I keeping up? Against this backdrop, it is tempting to anchor our professional identity …
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What Am I Building My Work On?
Most of us spend our lives building something. We build careers, reputations, habits, relationships, routines. We build systems at work and patterns at home. Even when we feel stuck, something is being constructed beneath the surface. Time does not stand still, and neither do the structures that shape our lives. The question is not whether …
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Clean Code Is Not Just Style — It’s Responsibility
Clean code is often treated as a matter of taste. Tabs or spaces.Snake case or camel case.Long functions or many small ones. These debates can give the impression that “clean code” is largely aesthetic — a preference shaped by personal background or team culture. But this framing misses something crucial. At its heart, clean code …
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Vocation, Not Just Output
We live in a world that measures value by output. From an early age, we are trained to ask questions like What do you do? and What have you achieved? We track progress through metrics, milestones, reviews, and results. In professional life especially, worth is often inferred from productivity. To be busy is to be …
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What Are My Defaults as a Programmer?
Every programmer has defaults. Most of us just don’t notice them. Defaults are the decisions we make without consciously deciding. They are the habits that sit beneath our awareness: the libraries we reach for instinctively, the architectural patterns we reuse, the shortcuts we allow ourselves when time is tight. Defaults are shaped by experience, pressure, …
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