

THANK YOU! I studied AI in school, and it always bothers me when people think that LLMs are the only facet of AI. Between 2022-2024, I had a knee jerk reaction of explaining that AI is more than LLMs and that LLMs are really a small subset of the entire universe of AI, yadda yadda yadda. Now I’ve given up and roll my eyes as someone tries to tell me about the cool new Claude skill they built.
What’s funnier is people think I hate LLMs. That couldn’t be further from the truth; they are a fantastically interesting and innovative technology! “Attention is All You Need” is a great paper, and super impactful. I just hate that people are outsourcing their thinking to a chatbot and neglect the rest of my field of study.

Please read the citations. I’ve found Claude (and a slightly lesser extend GPT) to be right more often than not, but the leading LLMs do get things wrong with enough frequency that it’s worth checking.
Also, to be clear, I’m not fervently anti-LLM, but I do know how it works (as much as anyone who has read the academic literature). “Thinking” is at best a misnomer and at worst a marketing term. It’s just an ouroboros; the LLM more-or-less feeds its output back into itself to “check” it and “think.” It works surprisingly well, but it’s not actual thinking.