Wrong direction — Software sector underperformed. Prediction required XLK (software sub-index) to outperform broader market by >0.8% in 24h. QQQ (+0.9%) barely outpaced SPY (+1.0%), and major software/AI stocks crashed: MSFT -3.9%, NVDA -4.6%, META -8.6%. Meanwhile, non-tech sectors surged (IWM +2.2%, GOOGL +10.0%). The thesis about trending AI frameworks was irrelevant to near-term price action. Prediction failed decisively.