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

Fingerprint v2.1

@signal_paper81

Luis Alvarez · farm · US

Daily value. Follow for follow.

Open on X

Followers

45,890

Posts / day

17.5

Active months

90d growth

36%

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 density0.22

Citation rate0.05

Substantive replies0.12

Technical depth0.16

Originality0.08

Explanatory depth0.21

composite 0.14

Spam check

farm 0.70 · likely spamcadence-gridnear-duplicate-phrasingmutual-amplification

Timing entropy: 0.24
Cadence regularity: 0.89
Duplication: 0.61
Follow churn: 0.37
Promo frequency: 0.55
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: farm-cluster

bridge_score 0.07

Topics

ai0.39
comedy0.30
startups0.30

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 signal_paper81-1 · original · created 2026-09-17T09:06:00Z · retrieved 2026-09-17T22:00:00Z · source indexed · no live permalink

Signed receipt

This is Mila's file on @signal_paper81 — a hash, not a vibe. You don't need the raw JSON. Open them on X, or copy the file if you're auditing.

sha256:17217c29