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What would I do without AI?

That’s probably the most common sentence my colleagues and I say at work these days. AI didn’t arrive with a big announcement. It slowly crept into my daily engineering workflow—first as a coding assistant, then as a search tool, and eventually as something much closer to a thinking partner. Not a replacement. Not magic. And definitely not something I trust blindly. I’m a lead engineer working in large, complex systems, where context, history, and tradeoffs matter just as much as writing code. In that environment, AI turned out to be most valuable not when it does the work for me, but when it helps me move faster through noise—finding information, understanding unfamiliar code, and turning rough ideas into something concrete. This post isn’t about hype, fear, or “AI will replace engineers.” It’s a practical look at how I actually use AI today: where it saves me hours, where it still gets things wrong, and why I see it less as a threat and more as a rescuer.

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Hans

17d ago
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