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Example from work.

I described a problem to a new hire. Symptoms, how to reproduce, etc. and asked him to go investigate it, pin down the problem and solve it. It was a non-trivial and hard to reproduce bug.

Instead of doing any of that, he sent back very quickly a wall of text. Generic advice. Nothing relevant. Along with this he sent a PR that would have broken prod.

It was useless, and basically amounted to throwing the assignment back in my face. Since I, like literally everyone else, already have Claude Code, having an expensive person use it for me (slowly and badly) is worthless. In fact, it's negative value, and a huge waste of time. ChatGPT would have given me the same wall of text for pennies.

In the end I got rid of him.

I'm sure he thought I was "intimidated", and had "ego" issues. But he's actually just redundant.

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No, that’s not it. Its easy as competent engineers for us to forget how terrible most people are at prompting AI, or reviewing and correcting AI output. Raw output from typical prompts is garbage. If I start reading something that no one even bothered to edit well enough to tone down the AI speak, odds are its garbage and I don't need to spend more time engaging with it than the author did.
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But the point is that it's garbage because of the low quality of the information, and not necessarily because an LLM made it. I do agree that most people don't know how to prompt.
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Right, and I’m not going to spend the time trying to gauge the information quality when I already know the person who sent it didn’t think it was important enough to edit - or isn’t capable of it.
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Admittedly a controversial take, but I think some of the AI skepticism I see is driven by status anxiety, alongside the perfectly legitimate complaints about verbosity, low-effort output, lack of a human voice, etc.

The bar for what counts as expertise is shifting. If someone with relatively little background can use an LLM to get to a reasonably informed answer much faster than before, then experience and credentials alone carry a bit less signalling power than they used to. That obviously doesn't mean the inexperienced person suddenly has the judgement, context or intuition of an actual expert, but I do think some of the hostility toward AI comes from discomfort with that change.

AI is still wrong, goes in weird circular loops, and doesn't solve the fundamental human problems around judgement, organization, learning curves, accountability, etc. But it does seem to be raising the baseline expectation for what a competent knowledge worker should produce, and I feel that shift is genuinely uncomfortable for a lot of people who based their identities around being rigorous abstract problem solvers.

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Ironically, some of the AI 'trustism'[1] is very much driven by anxiety the fear of being left behind if one does not jump on the train.

I agree that it shifts the notion of what is expertise, but for the worst. It's very hard to tell who is actually an expert, and who is mimicking the expert.

The consequences vary from annoyance to downright catastrophe. e.g.: a confidently wrong medical advice

On the other side, sometimes the expertise is not a requirement for the user: "If it works and does what it says on the box, that's all I care".

I like the fact that you use the word "some", awesome to see some nuance. It's a tricky situation.

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[1] I am being an idiot on purpose, I think the word skepticism was completely derailed from its origin and meaning.

A minimum amount of skepticism is very healthy, especially for software engineering. Most software engineers, and science-based professions for that matter, are skeptics at heart. And it's a good thing.

Skepticism is the base of science; science thrived when we admitted ignorance and became skeptic towards our own knowledge.

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Reading a copy-pasted AI response feel the same to me as reading a massive wall of text with no punctuation. It may contain valuable information, but it's harder to extract the signal out from among all the noise, and the writing style is correlated with a lack of valuable information, so I generally give up and decide to spend my time reading something else.

Is that an ego issue? Doesn't seem like it to me.

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Nah its just bad writing.

Plus I’ve been seeing where AI productivity is highest and it’s been when leveraged by an expert.

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