Same window size. Same z-score. But one is instantly recognizable and the other looks like noise. Fewer unique characters = bigger blocks of the same color = more recognizable to humans.
Quality: The Best of Both Worlds
quality = z ÷ (unique_chars)²
This single metric balances both goals:
Pattern
z
unique
quality
verdict
W=16, 3 chars
8.0
3
0.89
★ recognizable + rare
W=49, 8 chars
5.0
8
0.08
rare but unrecognizable
W=16, 2 chars
5.0
2
1.25
★ very recognizable
W=25, 7 chars
6.0
7
0.12
meh
The scanner optimizes for the highest quality score. This naturally selects patterns that are both rare (high z) and human-recognizable (few unique chars).
4 / 7
Low-Entropy Discovery
Now we scan the first NPUB from Section 2 with a multi-scale entropy scanner. We look for naturally-occurring low-entropy (repetitive) windows — outliers that were never designed, just discovered.
Key insight: This outlier was DISCOVERED, not constructed. It exists naturally. Finding it costs nothing beyond the initial key generation.
5 / 7
The Asymmetry
Alice's fingerprint (left) was discovered for free. An attacker (right) generates a new key with the same vanity prefix — but their fingerprint is completely different.
Key insight: Alice found her outlier for free among millions of candidates. An attacker must not just find ANY outlier — they must replicate ALICE'S EXACT outlier: same characters, same position, same window size. That costs millions of times more.
6 / 7
Vanity + Anti-Phish: Split Zones
The complete identity system combines a human-readable vanity prefix (green zone) with the machine-discovered anti-phish fingerprint (orange zone).
Key insight: An attacker can replicate the green zone cheaply, but not the orange zone. Together they form an asymmetric identity that's easy to verify and extremely hard to forge.
7 / 7
Offset Grinding: Trustless Service
A grinding service can find a vanity offset for your NPUB using ONLY your public key. It computes P + d·G for d=1,2,3... — never seeing your secret key.
Leave NPUB blank for a demo key, or paste a real npub1... to grind a vanity offset for it live.
Offsets Tried
0
Rate / sec
0
Key insight: The service NEVER saw your secret key. It only used your public key. The offset is useless to anyone who doesn't have your nsec.