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

Fingerprint v2.1

@quiet_grain80

Luis Shah · farm · US

Motivation + tech. Link below.

Open on X

Followers

54,813

Posts / day

9.4

Active months

90d growth

22%

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 density0.18

Citation rate0.06

Substantive replies0.19

Technical depth0.08

Originality0.19

Explanatory depth0.16

composite 0.14

Spam check

farm 0.71 · likely spamcadence-gridnear-duplicate-phrasingmutual-amplification

Timing entropy: 0.28
Cadence regularity: 0.91
Duplication: 0.74
Follow churn: 0.38
Promo frequency: 0.34
CTA patterns: 11

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

ai0.42
startups0.31
comedy0.27

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 quiet_grain80-1 · original · created 2026-09-08T10:57:00Z · retrieved 2026-09-17T22:00:00Z · source indexed · no live permalink

Signed receipt

This is Mila's file on @quiet_grain80 — a hash, not a vibe. You don't need the raw JSON. Open them on X, or copy the file if you're auditing.

sha256:1137b028