The intelligence that reasons versus the intelligence that burns

The Tufts neuro-symbolic breakthrough is a surface event with tectonic implications. For the first time in the current AI paradigm, a peer-reviewed result demonstrates that structured reasoning — breaking problems into symbolic steps — dramatically outperforms brute-force neural computation on both accuracy and energy consumption. Not marginally. By two orders of magnitude. The AI industry as currently capitalised is a thermal enterprise. It converts electricity into pattern recognition. The la ...

The discourse cannot hold "scale is everything" and "reasoning beats scale" in the same breath. So it holds the first and drops the second. The $242 billion has momentum. The 34-minute training run has implications. Momentum wins the news cycle. Implications win the decade.