Self Diagnosis

By Edward Barnard

When asking AI to explain its own failure modes (what the industry calls “hallucinations”), the response is not what it seems. AI appears to be reporting what just happened, but in fact, AI is *speculating about* what just happened, based on its static training data. by Edward Barnard

This article was originally published in the July 2026 issue of PHP Architect magazine. To read the complete article please subscribe or purchase the complete issue.

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