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

Fingerprint v2.1

@signal_grain50

Ines Alvarez · operator · UK

Building in public, loudly.

Open on X

Followers

89,590

Posts / day

17.1

Active months

90d growth

59%

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 density0.22

Citation rate0.05

Substantive replies0.08

Technical depth0.09

Originality0.15

Explanatory depth0.15

composite 0.13

Spam check

farm 0.71 · likely spamcadence-grid

Timing entropy: 0.20
Cadence regularity: 0.90
Duplication: 0.55
Follow churn: 0.41
Promo frequency: 0.55
CTA patterns: 4

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: ai-hype

bridge_score 0.06

Topics

ai0.70
startups0.51

Why this person — source posts

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

“Unpopular opinion: execution is everything. Follow for more unpopular opinions.”
id signal_grain50-1 · original · created 2026-09-04T10:57:00Z · retrieved 2026-09-17T22:00:00Z · source indexed · no live permalink

Signed receipt

This is Mila's file on @signal_grain50 — a hash, not a vibe. You don't need the raw JSON. Open them on X, or copy the file if you're auditing.

sha256:82696d17