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

Fingerprint v2.1

@volt_iron82

Leila D'Souza · farm · US

Daily value. Follow for follow.

Open on X

Followers

38,372

Posts / day

8.5

Active months

90d growth

56%

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 density0.13

Citation rate0.09

Substantive replies0.22

Technical depth0.08

Originality0.13

Explanatory depth0.10

composite 0.13

Spam check

farm 0.66 · likely spamcadence-gridnear-duplicate-phrasingmutual-amplification

Timing entropy: 0.23
Cadence regularity: 0.82
Duplication: 0.59
Follow churn: 0.44
Promo frequency: 0.29
CTA patterns: 6

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 0.05

Topics

ai0.41
startups0.31
comedy0.30

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 volt_iron82-1 · original · created 2026-09-22T11:26:00Z · retrieved 2026-09-17T22:00:00Z · source indexed · no live permalink

Signed receipt

This is Mila's file on @volt_iron82 — a hash, not a vibe. You don't need the raw JSON. Open them on X, or copy the file if you're auditing.

sha256:8b392c61