Embracing Our Post-AI World
By Edward Barnard
When you see an odd AI response, what caused that response? Is it a hallucination, or something else? A detective might call this “figuring out the motive.” Learning to reason from effect back to cause is an important skill for working alongside AI. This month, we learn this reasoning skill. Beginning next month, we will be practicing and gaining mastery of this skill. by Edward Barnard
This article was originally published in the March 2026 issue of PHP Architect magazine. To read the complete article please subscribe or purchase the complete issue.



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