AES-256-CTR ciphertext of structured data --- the gold standard for pseudorandom streams, indistinguishable from random without the key
Standard analysis sees: rich, high-entropy values; aperiodic / broadband; high-complexity (noise-like); high-dimensional / space-filling. The atlas detects no named structure beyond this.
Nothing beyond the standard reading — this source’s structure is already captured by standard features; the atlas adds no named residual.









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| Nearest neighbor | Distance | |
|---|---|---|
| MT19937 (Mersenne Twister) | 1.65 | |
| Pi Digits | 1.69 | cross-origin |
| ln(2) Digits | 1.72 | cross-origin |
Penrose (Quasicrystal) › Penrose (Quasicrystal):phi_tower | rank 304/307 | -1.7315 |