The AI Writing Your Code Cannot Tell If It Works
A team ships an AI-assisted feature, the tests pass, and a silent data corruption bug lives in production for weeks. Here's the structural reason this keeps happening.
Lena Park writes about software development practices, developer tools, and the culture of building software. A full-stack developer turned writer, she covers how engineering teams actually work: from architecture decisions to deployment strategies.
A team ships an AI-assisted feature, the tests pass, and a silent data corruption bug lives in production for weeks. Here's the structural reason this keeps happening.
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Holding onto completed work is a hidden productivity tax. The cognitive case for deliberate forgetting is stronger than any review system.
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A fintech team shipped faster than ever with AI assistance. Eighteen months later, nobody could explain what their own system did. Here's what happened.
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Your calendar isn't broken. It's optimizing for the wrong thing. Here's the scheduling bug hiding in plain sight.
A software team that consistently cleared their task board wasn't operating at peak efficiency. They were operating at half capacity without knowing it.
The days you move the most important work forward often look like nothing happened. That gap between real progress and visible output is worth understanding.
When Air Street Capital's research team caught GPT-4 fabricating citations with perfect formatting, it exposed a problem that gets worse as models improve.
The most productive people you know aren't disciplined despite their chaotic notification setup. Their settings are the discipline.
When you cancel a meeting, you force the work to happen differently. That different way is often better. Here's why, and what to do about it.
That bug that only appears in production isn't bad luck. It's a diagnostic. Here's what it's trying to tell you.
Most meetings exist to transfer information, not make decisions. That's a document's job, and documents do it better.
A software team's calendar audit revealed they had scheduled their best thinking hours out of existence. Here's what they found and what they changed.
You did the work. But if you never formally closed the task, your brain didn't get the memo. Here's why that gap is draining your focus.
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