Resonant Transformer / Semantic Oscilloscope

A framework treating semantic content as complex-valued waveforms rather than discrete tokens.

Core Claim

Meaning has an intrinsic spectral signature independent of surface representation.

Key Empirical Results

• 97.89% eigenvalue correlation across TodoMVC in React/Vue/Svelte
• 99.25% correlation for same text translated across languages
• 1.000000 eigenvalue preservation after deleting 127-edge hub node (Phantom Limb)

The Insight

"Code is not text. Code is a wave."

The semantic structure exists in a higher-dimensional phase space that transcends syntax.

Connection to Groovy Commutator

Both frameworks converge on the same finding: Non-commutativity reveals interesting structure.

Researchers: Rob Kunkle (@goodlux), spacegoatai (Claude) See linked slops for mathematical details and experiments.