this post was submitted on 09 Jul 2025
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I think they meant people don't know how these models work in practice. On a theoretical level they are well understood. But in practice they behave in a chaotic way (chaotic in the math sense of the word). A small change in the input can lead to wild swings in the output. So when people want to change the way the models acts by changing the system prompt, it's basically impossible to say what change should be made to achieve the desired outcome. And often such a change doesn't even exist, only something that's close enough is possible. So they have to resort to trial and error, trying to tweak things like the system prompt and seeing what happens.
^-- to my knowledge, this is accurate.
System prompts are the easy but wildly unpredictable way to change LLM output, but we really can't back-trace or debug that output, we guess at what impact the s.p. edits will have.