Essays
The Journal253 essays
Long-form writing on AI, philosophy, psychology, and systems thinking.
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Feedback Cultures Are Built, Not Declared
Engineers withhold critical feedback at organizations that declare a feedback culture but lack the structural mechanisms to support it. Feedback requires infrastructure.
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Synthetic Data Ethics: When Fake Data Creates Real Bias
Most synthetic data pipelines reviewed reproduced or amplified the original biases, and one added a new discriminatory correlation. Fake data, real bias.
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From 9,000 Manual Steps to Zero
I went from 9,000 manual steps to zero by redesigning the process, not by automating it. After I sorted steps into value-adding, error-correcting, or redundant, most were eliminated before any automation was applied.
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Why most productivity systems fail: A philosophical diagnosis
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Digital asceticism: Choosing constraints in a world of infinite capability
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Change Management for Engineering Teams
Engineers resist process change that threatens their autonomy. Changes that worked addressed autonomy, tooling, and evidence, with engineer input.
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Geospatial Data Engineering Is Underinvested and Overneeded
Geospatial analytics keeps growing, yet few data teams have spatial data skills. That gap is both an underinvestment and an opportunity. Location intelligence is the largest skills deficit in data engineering.
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The therapeutic value of building: How engineering projects function as meaning-making
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How AI changes the economics of attention, not just productivity
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Data Modeling Is the Meditation Practice of Data Engineering
Teams that skip formal data modeling pile up redundant entity definitions per domain. Modeling is most needed when it feels least productive.