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Systems notes, engineering judgment, and operator-focused writing

Long-form posts on practical engineering, workflow design, AI guardrails, and the realities of building systems that must keep working.

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AI can speed up software engineering work, but it also introduces subtle risks. Here’s what it’s actually good at, where it fails, and a practical, safe workflow for using it without losing engineeri…

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