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

Fingerprint v2.1

@small_ledger30

Leila Ito · operator · IN

Paystubs and rent. Not a finance guru.

Open on X

Followers

8,657

Posts / day

2.1

Active months

90d growth

12%

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 density0.75

Citation rate0.34

Substantive replies0.65

Technical depth0.36

Originality0.57

Explanatory depth0.63

composite 0.55

Spam check

farm 0.15 · looks humanno coordination flags

Timing entropy: 0.83
Cadence regularity: 0.24
Duplication: 0.05
Follow churn: 0.07
Promo frequency: 0.08
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 0.18

Topics

money0.82
news0.34

Why this person — source posts

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

“If your money advice needs a course, it is a product, not advice.”
id small_ledger30-1 · original · created 2026-09-12T17:20:00Z · retrieved 2026-09-17T22:00:00Z · source indexed · no live permalink

Signed receipt

This is Mila's file on @small_ledger30 — 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:d6b9dc97