Bernstein's ChaCha20 stream cipher (2008) --- cryptographic-strength PRNG, the keystream of TLS 1.3 / QUIC / WireGuard. Detection-ceiling source: the framework should find ChaCha20 keystream geometrically indistinguishable from White Noise --- a stronger null than MT19937 (cryptographic vs statistical PRNG)
Standard analysis sees: rich, high-entropy values; aperiodic / broadband; high-complexity (noise-like); homoskedastic; monofractal; high-dimensional / space-filling. The atlas detects no named structure beyond this. It sits beside Wichmann-Hill in the atlas (standard-bank rank 21) — a neighbor conventional features miss.
Nothing beyond the standard reading — this source’s structure is already captured by standard features; the atlas adds no named residual.








_(centered)/signed_log_z/ChaCha20.png)
_(centered)/xy_path/ChaCha20.png)

/barcode/ChaCha20.png)
/d_curve/ChaCha20.png)








/phi_spectrum/ChaCha20.png)










/default/ChaCha20.png)
/default/ChaCha20.png)


| Nearest neighbor | Distance | |
|---|---|---|
| glibc LCG | 1.60 | |
| BSL Residues | 1.68 | cross-domain |
| White Noise | 1.73 | cross-domain |
Attractor Reconstruction › Attractor Reconstruction:filling_ratio | rank 3/298 | 0.9829 |
Cantor Set › Cantor Set:jump_entropy | rank 294/298 | 0.0556 |
Catch24 › Catch24:SB_MotifThree_quantile_hh | rank 4/298 | 2.1971 |
Catch24 › Catch24:SB_TransitionMatrix_3ac_sumdiagcov | rank 297/298 | 0.0000 |
D4 Triality › D4 Triality:gram_consistency | rank 2/298 | 2.5026 |
Modular Residue › Modular Residue:drift_anomaly | rank 298/298 | 0.0016 |
Predictability › Predictability:cond_entropy_k1 | rank 4/298 | 2.9976 |
Zariski › Zariski:nonsep_fraction | rank 294/298 | 0.0066 |