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ChatGPT Curious

Ep. 12: Why ChatGPT Sometimes Sucks (and What to Do)

09 Oct 2025

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In this episode we dig into why ChatGPT sometimes gives you garbage outputs and what you can do about it. From hallucinations and drift to bad prompts and long chats, we’ll cover the common pitfalls, what to do when it sucks, and how the imperfections of AI might actually be keeping your own skills sharp. Main Topics Covered WTF moments with bad ChatGPT outputs Why it’s math, not magic (probability, tokens, predictions) Hallucinations and why “AI slop” happens Improving your prompts Memory checks and correcting drift When to start a new chat The importance of knowing your own stuff Skills-of-operation vs skills-of-understanding Historical parallels: calculators, smartphones, cameras A solution to the concern about outsourcing thinking and expression Weekly use case: Joe’s meal planning with ChatGPT Links & Resources for This Episode Listen to Ep. 1: What You Actually Need to Know about ChatGPT Listen to Ep. 8: Getting ChatGPT to Do What You Want Listen to Ep. 9: Helpful ChatGPT Features You Might Not Know About Subscribe to the ChatGPT Curious Newsletter: The Curious Companion Submit a Question Visit the Website Feeling curious AND generous? Click here to support the podcast. Chapters (00:00:00) - ChatGPT Curious(00:00:38) - Why Chat GPT SUCKS & What to Do About It(00:05:07) - How to Train ChatGPT to Stop Sucking(00:08:14) - ChatGPT: What You Can Do to Make It Less Stupid(00:13:17) - Talking to a project in a chat(00:13:38) - GPT: Know Your Right(00:14:37) - ChatGPT: Its Stupidity has Value(00:15:14) - Skills of Operations vs Skills of Understandability(00:19:58) - The Problem With Out-Of-Touch Thinking(00:21:57) - How I Use Chat GPT(00:23:48) - ChatGPT: Curious

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