DEMODEMO graph: 51 sample follows. Not anyone's real X following. X does not give Mila that graph without OAuth.

Fingerprint v2.1

@amber_iron73

Leila Hassan · comedian · CA

I block reply-guys for sport.

Open on X

Followers

8,925

Posts / day

1.0

Active months

90d growth

17%

How they post

Scores from 0 to 1. Higher density and citations = more signal. Farm score is how robotic the posting looks — not a court verdict.

Information density0.63

Citation rate0.22

Substantive replies0.69

Technical depth0.32

Originality0.87

Explanatory depth0.70

composite 0.56

Spam check

farm 0.20 · looks humanno coordination flags

Timing entropy: 0.80
Cadence regularity: 0.35
Duplication: 0.12
Follow churn: 0.03
Promo frequency: 0.04
CTA patterns: 1

Uncalibrated heuristic. Inputs: cadence regularity, timing entropy, duplication, follow churn, promo frequency. No labeled precision/recall/Brier. Not a verdict. Not grounds to punish an account.

Network

Communities: memes

bridge_score 0.16

Topics

comedy0.87

Why this person — source posts

INDEXED SAMPLE posts. Internal ids, snapshot time, quoted text. These are not live X permalinks.

“A thought leader has discovered walking.”
id amber_iron73-1 · original · created 2026-09-19T12:50:00Z · retrieved 2026-09-17T22:00:00Z · source indexed · no live permalink

Signed receipt

This is Mila's file on @amber_iron73 — a hash, not a vibe. You don't need the raw JSON. Open them on X, or copy the file if you're auditing.

sha256:9b9cdda8