This is a product forward role. You aren't just performing engineering tasks; you are productizing engineering intelligence.
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Despite all the hubbub about dating app fatigue, new apps still pop up to compete with the household names. In order to duke it out with the likes of Tinder, Bumble, and Hinge, these startups must try something new — even if it's technically not.
Coding agents rarely think about introducing new abstractions to avoid duplication, or even to move common code into auxiliary functions. They’ll do great if you tell them to make these changes—and profoundly confirm that the refactor is a great idea—but you must look at their changes and think through them to know what to ask. You may not be typing code, but you are still coding in a higher-level sense.