this post was submitted on 23 Feb 2026
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Screenshot of this question was making the rounds last week. But this article covers testing against all the well-known models out there.

Also includes outtakes on the 'reasoning' models.

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[โ€“] Greg Fawcett@piefed.social 116 points 1 month ago (11 children)

What worries me is the consistency test, where they ask the same thing ten times and get opposite answers.

One of the really important properties of computers is that they are massively repeatable, which makes debugging possible by re-running the code. But as soon as you include an AI API in the code, you cease being able to reason about the outcome. And there will be the temptation to say "must have been the AI" instead of doing the legwork to track down the actual bug.

I think we're heading for a period of serious software instability.

[โ€“] XLE@piefed.social 18 points 1 month ago

AI chatbots come with randomization enabled by default. Even if you completely disable it (as another reply mentions, "temperature" can be controlled), you can change a single letter and get a totally different and wrong result too. It's an unfixable "feature" of the chatbot system

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