Why 'Backward' AI's Hype Dooms GenAI-LLM-RL Projects—And How QASANs Deliver 'Forward' Wins:
Source: How Dr.-Eng.-Prof. Yogesh Malhotra's Quantum Augmented Self Adaptive Networks (QASANs) Overcome the Most Critical-Fatal Limitations of AI-ML-GenAI-LLM-RL, SGD and Back-Prop that are Predictably ‘Designed to Fail’? .

Today's Backward AI excels at rehashing historical correlations but crumbles under novelty, uncertainty, or attacks. Stochastic Gradient Descent (SGD) oscillates in dynamic storms; Backpropagation suffers vanishing gradients under pressure. The result? Predictable catastrophic failures in finance, defense, healthcare, and beyond—echoing BPR, but with *exponentially higher stakes*.

Author: Dr.-Prof.-Eng. Yogesh Malhotra
https://yogeshmalhotra.com/bio.html
Silicon Valley Venture Capitalists-Trillion $ Wall Street Hedge Funds-Pentagon Joint Chiefs-Boards-CEOs Leader: MIT-Princeton AI-Quantum Finance Faculty SME: R&D Impact Among AI-Quant Finance Nobel Laureates


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