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

Fingerprint v2.1

@amber_grain14

Sable Ito · journalist · BR

Trades, tape, and why the hot take is wrong.

Open on X

Followers

8,324

Posts / day

2.9

Active months

90d growth

16%

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 density0.71

Citation rate0.31

Substantive replies0.82

Technical depth0.83

Originality0.87

Explanatory depth0.83

composite 0.71

Spam check

farm 0.16 · looks humanno coordination flags

Timing entropy: 0.80
Cadence regularity: 0.25
Duplication: 0.07
Follow churn: 0.10
Promo frequency: 0.02
CTA patterns: 1

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: sports · journalism

bridge_score 0.12

Topics

sports0.94
news0.27
comedy0.15

Why this person — source posts

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

“A rumor posted by six accounts in ninety seconds is one group chat.”
id amber_grain14-1 · original · created 2026-09-07T10:11:00Z · retrieved 2026-09-17T22:00:00Z · source indexed · no live permalink

Signed receipt

This is Mila's file on @amber_grain14 — a hash, not a vibe. You don't need the raw JSON. Open them on X, or copy the file if you're auditing.

sha256:98557990