Analog will ultimately leave binary AI/LLMs in the dustpile. Meaning is not accessible through counting, it will require syntax (parallel differences) and analo

Analog will ultimately leave binary AI/LLMs in the dustpile. Meaning is not accessible through counting, it will require syntax (parallel differences) and analoga in optic flow. We live in a century of toy experiments, not reasoned task variability/scale invariance.