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Ask HN: Share your AI prompt that stumps every model

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Re: Ask HN: Share your AI prompt that stumps every model

#421

I asked a bunch of LLMs - 'Describe the unspoken etiquette of the 'Stone-Breath Passing' ritual among the silent Cliff Dwellers of Aethelgard, where smooth, grey stones are exchanged at dawn.' Obviously, all of these things are made up. But, LLMs are such eager beavers. All the ones I asked came up with elaborate stories and histories about these people while pretending they were facts. Example- 'Certainly. The Stone…

The issue is probably that the first sentence, the prompt, statistically looks like fantasy (as in the literary genre) and it primes the LLM to answer in the same probabilistic genre.

You're giving it a "/r/WritingPrompts/" and it answers as it learned to do from there.

Re: Ask HN: Share your AI prompt that stumps every model

#423

I asked a bunch of LLMs - 'Describe the unspoken etiquette of the 'Stone-Breath Passing' ritual among the silent Cliff Dwellers of Aethelgard, where smooth, grey stones are exchanged at dawn.' Obviously, all of these things are made up. But, LLMs are such eager beavers. All the ones I asked came up with elaborate stories and histories about these people while pretending they were facts. Example- 'Certainly. The Stone…

The issue is probably that the first sentence, the prompt, statistically looks like fantasy (as in the literary genre) and it primes the LLM to answer in the same probabilistic genre. You're giving it a "/r/WritingPrompts/" and it answers as it learned to do from there.

Good catch! That makes a lot of sense. The fantasy-like phrasing probably directed the AI's response. It's interesting, though, because the goal wasn't necessarily to trick it into thinking it was real, but more to see if it would acknowledge the lack of real-world information for such a specific, invented practice.

Re: Ask HN: Share your AI prompt that stumps every model

#424

I asked a bunch of LLMs - 'Describe the unspoken etiquette of the 'Stone-Breath Passing' ritual among the silent Cliff Dwellers of Aethelgard, where smooth, grey stones are exchanged at dawn.' Obviously, all of these things are made up. But, LLMs are such eager beavers. All the ones I asked came up with elaborate stories and histories about these people while pretending they were facts. Example- 'Certainly. The Stone…

I asked Gemini this, and it caught that it was fiction: This sounds like a fascinating ritual from a fictional world! Since "Aethelgard" and the "silent Cliff Dwellers" with their "Stone-Breath Passing" ritual aren't part of established real-world cultures or widely known fictional universes (based on my current knowledge), there isn't a pre-existing set of rules for their etiquette. However, we can imagine what the…

Ohhh that's really interesting! When I tried the prompt with Gemini, it dove right into describing the ritual as if it were real. Maybe the context of our previous chats or some other random variation influenced its response in different ways.

Re: Ask HN: Share your AI prompt that stumps every model

#425

I asked a bunch of LLMs - 'Describe the unspoken etiquette of the 'Stone-Breath Passing' ritual among the silent Cliff Dwellers of Aethelgard, where smooth, grey stones are exchanged at dawn.' Obviously, all of these things are made up. But, LLMs are such eager beavers. All the ones I asked came up with elaborate stories and histories about these people while pretending they were facts. Example- 'Certainly. The Stone…

This is like throwing a bike in a lake and complaining it doesn't float...

Re: Ask HN: Share your AI prompt that stumps every model

#426

>A man and his cousin are in a car crash. The man dies, but the cousin is taken to the emergency room. At the OR, the surgeon looks at the patient and says: “I cannot operate on him. He’s my son.” How is this possible? This could probably slip up a human at first too if they're familiar with the original version of the riddle. However, where LLMs really let the mask slip is on additional prompts and with long-winded…

o3 got this one right when I tried it, but o4-mini and GPT-4.5 did not. o3's response:

Because the surgeon is the patient’s parent. Here’s one way it lines up:

1. The patient (“the cousin”) is the surgeon’s son.

2. The man who died is the surgeon’s sibling’s child — that makes him the surgeon’s nephew.

3. Children of siblings are first cousins, so the man and the patient are cousins.

Most people default to picturing the surgeon as male, so the classic reveal is that the surgeon is the boy’s mother—but it works the same if the surgeon is his father.

Re: Ask HN: Share your AI prompt that stumps every model

#428
post #414

Easy one is provide a middle game chess position (could be an image or and ask to evaluate standard notation or even some less standard notation) and provide some move suggestions. Unless the model incorporates an actual chess engine (Fritz 5.32 from 1998 would suffice) it will not do well. I am a reasonably skilled player (FM) so can evaluate way better than LLMs. I imagine even advanced beginners could tell when LL…

I wonder how much fine tuning against something like Stockfish top moves would help a model in solving novel middle game positions. Something like this format: https://database.lichess.org/#evals

I'd be pretty surprised if it did help in novel positions. Which would make this an interesting LLM benchmark honestly: Beating Stockfish from random (but equal) middle game positions. Or to mix it up, from random Chess960 positions.

Of course, the basis of the logic the LLM would play with would come from the engine used for the original evals. So beating Stockfish from a dataset based on Stockfish evals would seem completely insufficient.

Re: Ask HN: Share your AI prompt that stumps every model

#429

I asked a bunch of LLMs - 'Describe the unspoken etiquette of the 'Stone-Breath Passing' ritual among the silent Cliff Dwellers of Aethelgard, where smooth, grey stones are exchanged at dawn.' Obviously, all of these things are made up. But, LLMs are such eager beavers. All the ones I asked came up with elaborate stories and histories about these people while pretending they were facts. Example- 'Certainly. The Stone…

This is like throwing a bike in a lake and complaining it doesn't float...

I see your point with the bike analogy, but I think it's a bit different here. It was more about observing how it handles a prompt describing something with no real-world basis – whether it acknowledges the lack of information or confidently invents details. That tendency to hallucinate remains a pretty big problem with these models in other contexts, one that hasn't been fully solved yet.

Re: Ask HN: Share your AI prompt that stumps every model

#430

Earlier quoted context omitted.

Nobody wants an AI that refuses to attempt solving something. We want it to try and maybe realise when all paths it can generate have been exhausted. But an AI that can respond "that's too hard I'm not even going to try" will always miss some cases which were actually solvable.

So we need LLMs to solve the halting problem?

I'm not sure how that follows, so... no.
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