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Notes on science, AI, and execution under pressure

Field reports on cost, quality, and technical judgment in the AI era.

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AI is reshaping software work, not erasing it: the craft stays alive by adapting methods while protecting standards.

Why the intersection of biology, AI, and education creates stronger engineering judgment and more valuable coders.