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this post was submitted on 06 Jul 2026
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Fuck AI
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AI, in this case, refers to LLMs, GPT technology, and anything listed as "AI" meant to increase market valuations.
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LLMs can be good for troubleshooting, but if the first suggestion doesn't work, the 10th won't either. Never do any LLM "fixes" that you don't know are reversible.
It’s been a mixed bag for me. The case has to be a relatively simple one for it to work. LLMs need a lot of hand holding to be useful.
I find I need to either/both:
I have made a few agents in Mistral, and I think I also added a line about asking clarifying questions. Should probably make another one just for troubleshooting. There should be many lines about critical thinking, ruling out the obvious, avoiding assumptions, and asking questions.
You people do realize that this isn't possible, right? LLMs do not "think", let alone think critically.
Well, that was just a quick summary of an idea. You can't just tell someone (or a an LLM) to think critically and expect it to work magically. However, you can follow certain guidelines to take a few steps in the right direction. There is a method to it you know. It starts with simple things like investigating whether or not a claim is supported by the evidence, are there unstated assumptions and so on. If you follow rules like this, you can avoid some of the simplest reasoning mistakes. Putting all of that into a prompt takes some time and effort. Doing it properly will probably result in a 500 line long manual of critical thinking.
I've done something similar with programming, and the LLM usually follows most of my style guide instructions reasonably well. It's not perfect though, and it will deviate from some rules no matter how hard you try. Also, it requires constant hand holding, because it's an LLM. Anyway, I don't expect a critical thinking agent to be a fool-proof solution. As long as it can avoid some of the stupidest reasoning mistakes, it could be a bit more useful than the default version, and might actually be helpful in troubleshooting.
By the time you have added all of these you have just googled the solution yourself?
If you have a list of commands to type in the terminal, but you need them only once, you aren’t going to make a bash script for that. If you think you’ll need to type that thing every week, making a script suddenly begins to make sense.
Same thing with agents. Do you think you’ll be asking these kinds of questions again in the future? If so, making an agent for it could make sense.
Googling the solution yourself can honestly be such a pain in the ass for some problems. Search engines have become so shite. You'll find some stack overflow question from 8 years ago that's no longer relevant, and in the end you might have to consult documentation directly which can take many minutes or hours. I reaaaally hate to say it but LLMs are actually useful for this usecase
Google's quality has been nosediving for years. I don't use it for searches any more because it's practically useless. I hear Kagi is good, but it is a paid service.
Oh and the man pages of terminal commands. Usually it feels like those were written for the people who already know all about the command, but simply forgot which flag does what. Like, was that -n or -t again? Oh, let's check the man pages. Got it, it's -n, so let's go with that.
What about those who have never used that command before? I feel like the man pages are the wrong place for people like that. You could spend 20 minutes reading and get very little value out of it. Instead, you could spend 2 minutes reading a tutorial blog, adapt the command to your use and get on with your life.
Alternatively, you could ask an LLM to generate a command that does what you want and... hope for the best. Hallucinations do exist. However, I've also discovered some awesome commands this way. In simple cases, it's surprisingly fast. In complex cases, you'll find yourself on a wild goose chase again.
omg this. The convention should be to have at least the first page be a quick introduction with examples of the most common commands.
LOL, that would put a lot of linux bloggers out of business.