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

Fingerprint v2.1

@iron_ledger56

Pavel Shah · policy · EU

I read the statute.

Open on X

Followers

12,397

Posts / day

0.6

Active months

90d growth

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 density0.78

Citation rate0.69

Substantive replies0.61

Technical depth0.33

Originality0.61

Explanatory depth0.52

composite 0.61

Spam check

farm 0.13 · looks humanno coordination flags

Timing entropy: 0.87
Cadence regularity: 0.20
Duplication: 0.10
Follow churn: 0.06
Promo frequency: 0.01
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: policy

bridge_score 0.23

Topics

policy0.85
ai0.37
news0.20

Why this person — source posts

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

“The comment period is the product. Use it.”
id iron_ledger56-1 · original · created 2026-09-19T14:58:00Z · retrieved 2026-09-17T22:00:00Z · source indexed · no live permalink

Signed receipt

This is Mila's file on @iron_ledger56 — a hash, not a vibe. You don't need the raw JSON. Open them on X, or copy the file if you're auditing.

sha256:785a37b3