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AI Coding Is Gambling

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Why This Matters

This article highlights the risks and addictive nature of AI-assisted coding, comparing it to gambling due to its unpredictable and often unreliable outputs. It underscores the importance for the tech industry and consumers to approach AI coding tools with caution, recognizing their limitations and potential for over-reliance. Understanding these dynamics is crucial as AI becomes more integrated into software development and everyday workflows.

Key Takeaways

AI Coding is Gambling

14 Mar, 2026

I’ve been coding a lot with AI since November, when we all noticed it got really good. And it is quite good for instantly generating something that looks half decent. Impressive even, until you look closer. The actual details, the individual parts that make a system are still a challenge.

But I'm not here to review a coding agent or nitpick it's output. Nor will I expound on how I left Claude code running for 8 days and have a 8+ year portfolio of projects build up, all of which sound totally impressive, complete and good. I'm here to talk about feelings, a life well lived and a nurtured soul.

The Gambling Proposition

Getting yourself in a state where any change to your entire codebase is trivial to make is intoxicating. Previously we've been burdened by our own cognition and laziness. We'd see a to do ticket and have to weight how much work it's gonna take. Weather this will need lots of looking up, research, reading code we forgot about and trying to understand or reconnect to our thinking, divided by months or years.

But now either the AI can handle it or it can pretend to handle it. Frankly it's pretending both times, but often it's enough to get the result we need. Giving us a vaguely plausible but often surprisingly wrong.

But this doesn't really resemble coding. An act that requires a lot of thinking and writing long detailed code. Both parts are technically here, but the first isn't essential (you can easily offload it to the AI) and the second can be minimal.

But it does perfectly map onto the tech industries favorite mechanic, Gambling! It’s just gambling, just pulling a slot machine with a custom message. We've been pulling to refresh for years and having more and more of the economy resemble gambling by the day. Now we turned the infinity machine, the truly "general intelligence" into a gambling machine. Great job!

But this explains why it’s so preposterously addicting to so many people. I won’t decry the benefits or be scared for my job. You really gotta know what you’re doing to get what you want, have it work right and not be filled with holes. Nor will I be explaining how much more work AI gives us. I'll just explore a simpler problem. It sucks.

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