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Ward Cunningham coined the metaphor in 1992 and meant something precise: ship code that reflects your current, partial understanding, then rewrite it once you understand better. He never meant careless code. The difference decides whether your refactoring budget gets approved.
The feds picked a side. As of January 1, 2026, CISA and the FBI call shipping a C or C++ product without a published memory-safety roadmap a documented bad practice that elevates risk to national security. If you're writing new C++ in 2026, you're fighting the tide.
Employment for developers aged 22 to 25 fell about 20% from its late-2022 peak while developers over 35 kept gaining. The junior pipeline is breaking, and "just ship faster" doesn't fix the math of who becomes senior in 2032.
'AI engineer' isn't machine learning wearing a new hat. It's a different job that starts from a product and reaches for a model, not the other way around. Most job posts are confused about which one they're hiring for, and that confusion is where your leverage is.
From discriminated unions and branded types to variadic tuples and module augmentation: the TypeScript patterns that catch real bugs.
