10 pages for a paper with this groundbreaking of a concept is just embarrassing. It is barely an outline.

"confirming that 40× compression preserves field geometry with minimal distortion. Over 95% of samples achieve similarity above 0.90."

I smell Grok. Grok 3, maybe Grok 4 Fast.

> "Implementation details. Optimal configurations are task and architecture-dependent. Production systems require task-specific tuning beyond baseline heuristics provided in reference implementation."

"Implementation? Idk, uhh, it's task specific or something." Come on, dude. You're better than this.

4.4 Student/Teacher evaluation. What even is the benchmark? You give percentage values but no indication of what benchmark. Seems made up.

4.5. Computational Analysis. Why do you need to do the trivial multiplying out of "savings" for 1B tok/day to $700M/year? This reads like a GPT advertising hallucinated performance.

Three sentence conclusion restating the title?