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

Fingerprint v2.1

@late_ridge32

Yusuf Bergstrom · researcher · US

Results, then claims.

Open on X

Followers

1,337

Posts / day

0.8

Active months

90d growth

12%

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 density0.74

Citation rate0.70

Substantive replies0.81

Technical depth0.68

Originality0.54

Explanatory depth0.48

composite 0.67

Spam check

farm 0.23 · watchno coordination flags

Timing entropy: 0.65
Cadence regularity: 0.38
Duplication: 0.04
Follow churn: 0.10
Promo frequency: 0.04
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 0.33

Topics

ai0.91
ml0.72
science0.25

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 late_ridge32-1 · original · created 2026-09-22T13:55:00Z · retrieved 2026-09-17T22:00:00Z · source indexed · no live permalink

Signed receipt

This is Mila's file on @late_ridge32 — a hash, not a vibe. You don't need the raw JSON. Open them on X, or copy the file if you're auditing.

sha256:671d12e8