🚀 𝗬𝗼𝘂𝗿 𝗔𝗜 𝗽𝗶𝗽𝗲𝗹𝗶𝗻𝗲 𝗺𝗶𝗴𝗵𝘁 𝗯𝗲 𝗹𝘆𝗶𝗻𝗴 𝘁𝗼 𝘆𝗼𝘂 𝗮𝗯𝗼𝘂𝘁 𝗶𝘁𝘀 𝗼𝘄𝗻 𝗿𝗲𝘀𝘂𝗹𝘁𝘀. 🚀 𝘔𝘪𝘯𝘦 𝘸𝘢𝘴. 𝘈𝘯𝘥 𝘵𝘩𝘳𝘦𝘦 𝘈𝘐 𝘢𝘥𝘷𝘪𝘴𝘰𝘳𝘴 𝘮𝘪𝘴𝘴𝘦𝘥 𝘪𝘵. This one really got me. My AI blackjack simulation that ran hundreds of hands to compare different strategies was reporting great results. Then I actually looked at the data and a lot of runs were obviously wrong. Turns out the pipeline had a bug where the AI verification step was passing almost everything regardless of the actual results. I asked three different AIs to review the pipeline and none of them caught it! The only thing that exposed it was checking the aggregate numbers, which just didn't add up. The real pass rate was way lower than what the system was reporting. That's scary, right? If you let probabilistic behavior into a step that should be deterministic, everything will look plausible and the system will happily report success. You have no way to know something's wrong until you go looking for it. 𝘊𝘩𝘦𝘤𝘬 𝘪𝘵 𝘰𝘶𝘵 𝘰𝘯 𝘵𝘩𝘦 𝘯𝘦𝘸 O'Reilly 𝘴𝘶𝘣𝘴𝘵𝘢𝘤𝘬: https://lnkd.in/e2JjngTU
