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

Fingerprint v2.1

@ridge_grain76

Ines Alvarez · farm · US

Motivation + tech. Link below.

Open on X

Followers

38,078

Posts / day

13.1

Active months

90d growth

34%

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 density0.21

Citation rate0.07

Substantive replies0.09

Technical depth0.12

Originality0.13

Explanatory depth0.17

composite 0.13

Spam check

farm 0.62 · likely spamcadence-gridnear-duplicate-phrasingmutual-amplification

Timing entropy: 0.30
Cadence regularity: 0.83
Duplication: 0.51
Follow churn: 0.37
Promo frequency: 0.28
CTA patterns: 5

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 0.08

Topics

ai0.44
startups0.35
comedy0.24

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 ridge_grain76-1 · original · created 2026-09-06T10:17:00Z · retrieved 2026-09-17T22:00:00Z · source indexed · no live permalink

Signed receipt

This is Mila's file on @ridge_grain76 — 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:c3f2cbb0