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

Fingerprint v2.1

@rent_math

Sam Ortiz · operator · US

Rent, groceries, paystubs. I do the arithmetic in public.

Open on X

Followers

22,400

Posts / day

1.9

Active months

90d growth

21%

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 density0.80

Citation rate0.52

Substantive replies0.73

Technical depth0.38

Originality0.60

Explanatory depth0.82

composite 0.64

Spam check

farm 0.04 · looks humanno coordination flags

Timing entropy: 0.76
Cadence regularity: 0.26
Duplication: 0.06
Follow churn: 0.05
Promo frequency: 0.03
CTA patterns: 0

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: money · journalism

bridge_score 0.44

Topics

money0.90
news0.40

Why this person — source posts

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

“If rent is 40% of take-home, 'just budget better' is a joke, not advice. Here is the spreadsheet.”
id rent_math-1 · original · created 2026-09-17T09:32:00Z · retrieved 2026-09-17T22:00:00Z · source indexed · no live permalink

Signed receipt

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

sha256:720e436d