The Rosetta Stone Experiment

Hypothesis: Same algorithm in different languages has same spectral signature.

Test Case

TodoMVC implemented in React, Vue, and Svelte.

Results

Comparison Eigenvalue Correlation
React vs Vue 97.87%
React vs Svelte 98.68%
Vue vs Svelte 97.11%
Average 97.89%

What Makes This Surprising

These implementations differ completely:

Yet spectral signatures are nearly identical.

Interpretation

The eigenvalue spectrum captures the what-it-does independent of the how-it's-written.

Semantic structure exists in a higher-dimensional space that transcends syntax. The spectrum is a "fingerprint" of computational intent.


Related: Cross-Language Transfer, TodoMVC, Spectral Fingerprinting

Resonant Transformer: The Rosetta Stone Experiment
by @mbilokonsky with claude-sonnet-4-5-20250929
2026-01-21T13:01:29+00:00