
as a teacher in the field of biology/ecology working primarily as an outdoor educator, going for my doctorate in Education Technology, please for the love of god LEARN how to find this shit yourself. this isn’t how any person learns… this is just silly… find textbooks yourself that you think will be an umbrella coverage of the problem and then determine (by ctrl+F maybe) where or what chapters might help.
… it doesn’t. You’re using GPT-5, right? Allow me to tell you a little story about a time I tried to use GPT-5 to do exactly that. Search through a gigantic body of work, pull out specific information, and aggregate it to make it easier to read. I’m a teacher going for my masters. As a teacher, you need to make sure you’re teaching to the state standards, or your kids are going to fail when they get assessed ON those standards, right? My state’s standards for my subject are over 300 pages.
And the most frustrating thing is, when working with the standards? You don’t NEED all the information in those 300 pages. On the day-to-day, the “Evidence Outcomes” are the most important. That’s what tells you your kid Learned what they’re supposed to - if they can Do This, they learned something. So I asked GPT-5 to pull the evidence outcomes for each substandard and organize them into copy-pasteable text.
And to GPT-5’s credit - it tried. Asked me what format I wanted, asked me if I wanted original language or a summary (I specified original language - WITH the page number it was from in the PDF cited), and then began spitting out Evidence Outcomes in the EXACT format I asked it to. Right? Seems good. When I went to double CHECK the page numbers it was citing - to make sure it was correctly pulling the right EO’s and not changing language - my jaw hit the fucking floor.
It. Hallucinated. Everything. EVERYTHING. The page numbers it cited - in the PDF I had UPLOADED to it, so it could properly analyze - were bullshit. It was giving me page numbers that WEREN’T EVEN STANDARDS - STUFF LIKE THE STATE’S EDUCATION MISSION STATEMENT GOT CITED. I control-F’d a couple of GPT’s “Evidence Outcomes” Not a single one showed up ANYWHERE in the PDF.
And if I had TRUSTED that - if I had saw that it was spitting out correctly Formatted things that SEEMED to answer my question - and then taught. my. real. life. human. students. lessons. based. on. GPT-5’s. hallucinated. standards? I would have lost my job and been blacklisted from teaching. It would have been career-ruiningly bad.
So let me be completely blunt with you, OP. I have seen how GPT is supposedly “intelligently” working with data. I put “intelligently” in quotes, because from MY experience, that simply does not apply to LLMs. If you trust that GPT is giving you correct information because the answer came out LOOKING right and SOUNDING plausible - you are accepting hallucinations of a non-conscious, non-intelligent computer program as fact. And that does not reflect well on YOUR intelligence.
This is genuinely fucking insane because I’m describing how it hallucinates from a personal experience with VERY high stakes and you’re going “yeah but i trust it. I can tell. I am that special” You aren’t. I can tell by the fact you realized it hallucinates - and CONTINUE TO USE IT.
someone earlier this week asked me for resources on how climate zones are stratified like a lake, and that the layers are mixing as a sign that the climate zones are becoming too similar in temp. i gave them two papers and simply the title & authors of a textbook. they should have the skills to find the correct chapter (lakes) and section (stratification) then read about the basics, then transfer that learning to the articles’ discussion sections… AI is causing learned helplessness in learning
Aaaaand I’m done. You’re too far gone. The AI has convinced you it’s more trustworthy than your human peers. I can’t logically pull someone away from that mentality - they’re too far gone. Your two screenshots do not disprove the hallucinations I experienced in my real, actual life - nor the consequences I would have experienced if I’d trusted them without checking. I sincerely hope AI never tries to ruin your career like it did mine. You will almost certainly fall for it. Goodbye.
But you’re not using Google, which is leagues better for learning and it’s essentially a digital library of resources! It’s absolutely practical to search your problem on Google (preferably Google Scholar), or at least the subject, and then look into the resources even further. Do you want to learn everything the first time around, or just go down the wrong path for like a mile before realizing you didn’t learn the fundamentals correctly?
I saw the Army vs. Navy football game and had so many damn questions for why it exists, who funds that shit, who is even on the team or staff, etc. … so I actually Googled it, read the wiki pages, looked into articles on their branch funding (or discovered lack thereof), and answered all my questions in an hour… with just a search and opening a few articles directly from the sources, without an AI hallucinating or incorrectly reporting the information.
Chat bots are not programmed to give you honest answers on lack of information, lack of data, conflicting data, nuance in statistics or statements, and aren’t able to properly distinguish between trusted resources vs. biased ones or sometimes they just feckin Reddit posts as a resource bc enough people have repeated a claim online that the AI reads it as fact or substantially relevant.
I’m searching through the same digital library with a different method that is significantly faster and reliably leads me to textbooks that answer the questions I have. Do you think online textbooks can’t teach you the fundamentals? I’m not getting AI to report the information, just to find it for me, similar to the function of google.
I actually feel like I was quite clear about my point? You trust AI at ALL. That’s how I got to this conclusion. If you couldn’t get that just because I called AI the “Confirmation Bias Algorithm”… well. are you REALLY sure that asking AI to do research and reading for you is doing GOOD things to your reading comprehension skills?