LLMs are like slot machines, in that an incorrect answer (the slot machine eating your dollar) is unremarkable, while the LLM solving a problem (a jackpot) is amazing, and the latter stands out in your memory, causing you to overestimate the reliability of LLMs.

https://blog.glyph.im/2025/08/futzing-fraction.html