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

Fingerprint v2.1

@margin_amber79

Dalia Novak · farm · US

Daily value. Follow for follow.

Open on X

Followers

13,900

Posts / day

14.0

Active months

90d growth

68%

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 density0.17

Citation rate0.08

Substantive replies0.11

Technical depth0.12

Originality0.08

Explanatory depth0.09

composite 0.11

Spam check

farm 0.68 · likely spamcadence-gridnear-duplicate-phrasingmutual-amplification

Timing entropy: 0.22
Cadence regularity: 0.90
Duplication: 0.52
Follow churn: 0.38
Promo frequency: 0.41
CTA patterns: 11

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: farm-cluster

bridge_score 0.08

Topics

ai0.38
startups0.32
comedy0.28

Why this person — source posts

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

“Unpopular opinion: consistency beats talent. Like if you agree.”
id margin_amber79-1 · original · created 2026-09-19T14:05:00Z · retrieved 2026-09-17T22:00:00Z · source indexed · no live permalink

Signed receipt

This is Mila's file on @margin_amber79 — a hash, not a vibe. You don't need the raw JSON. Open them on X, or copy the file if you're auditing.

sha256:66070882