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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
along same lines; https://zed.dev/blog/why-llms-cant-build-software