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

Fingerprint v2.1

@margin_signal47

Freya Abebe · operator · US

Waitlist open.

Open on X

Followers

29,157

Posts / day

16.2

Active months

90d growth

23%

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 density0.14

Citation rate0.05

Substantive replies0.18

Technical depth0.09

Originality0.14

Explanatory depth0.19

composite 0.13

Spam check

farm 0.68 · likely spamcadence-grid

Timing entropy: 0.29
Cadence regularity: 0.94
Duplication: 0.54
Follow churn: 0.38
Promo frequency: 0.44
CTA patterns: 10

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: ai-hype

bridge_score 0.10

Topics

ai0.61
startups0.46

Why this person — source posts

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

“Unpopular opinion: execution is everything. Follow for more unpopular opinions.”
id margin_signal47-1 · original · created 2026-09-07T09:55:00Z · retrieved 2026-09-17T22:00:00Z · source indexed · no live permalink

Signed receipt

This is Mila's file on @margin_signal47 — a hash, not a vibe. You don't need the raw JSON. Open them on X, or copy the file if you're auditing.

sha256:2df24cc3