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

Fingerprint v2.1

@volt_signal58

Keiko Bergstrom · policy · US

Process is the substance.

Open on X

Followers

5,602

Posts / day

2.1

Active months

90d growth

11%

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 rate0.34

Substantive replies0.63

Technical depth0.39

Originality0.58

Explanatory depth0.59

composite 0.56

Spam check

farm 0.23 · watchno coordination flags

Timing entropy: 0.63
Cadence regularity: 0.35
Duplication: 0.06
Follow churn: 0.07
Promo frequency: 0.06
CTA patterns: 0

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 0.24

Topics

policy0.82
ai0.44
news0.26

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 volt_signal58-1 · original · created 2026-09-14T17:32:00Z · retrieved 2026-09-17T22:00:00Z · source indexed · no live permalink

Signed receipt

This is Mila's file on @volt_signal58 — a hash, not a vibe. You don't need the raw JSON. Open them on X, or copy the file if you're auditing.

sha256:15f3208c