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

Fingerprint v2.1

@field_margin31

Leila Bergstrom · researcher · CA

No launch posts.

Open on X

Followers

1,944

Posts / day

0.7

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 density0.62

Citation rate0.31

Substantive replies0.65

Technical depth0.29

Originality0.74

Explanatory depth0.64

composite 0.54

Spam check

farm 0.20 · looks humanno coordination flags

Timing entropy: 0.70
Cadence regularity: 0.33
Duplication: 0.07
Follow churn: 0.04
Promo frequency: 0.02
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: ai-research · ml-research

bridge_score 0.14

Topics

ai0.83
ml0.73
science0.19

Why this person — source posts

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

“A 'surprising' result without a seed sweep is a lucky run.”
id field_margin31-1 · original · created 2026-09-10T10:12:00Z · retrieved 2026-09-17T22:00:00Z · source indexed · no live permalink

Signed receipt

This is Mila's file on @field_margin31 — a hash, not a vibe. You don't need the raw JSON. Open them on X, or copy the file if you're auditing.

sha256:8013fe05