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

Fingerprint v2.1

@quiet_margin42

Yusuf Moreau · researcher · CA

I work on the boring controls.

Open on X

Followers

5,369

Posts / day

1.2

Active months

109

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 rate0.59

Substantive replies0.55

Technical depth0.43

Originality0.59

Explanatory depth0.81

composite 0.63

Spam check

farm 0.17 · looks humanno coordination flags

Timing entropy: 0.87
Cadence regularity: 0.33
Duplication: 0.09
Follow churn: 0.05
Promo frequency: 0.04
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: ai-safety · ai-research

bridge_score 0.20

Topics

safety0.92
ai0.75
policy0.24
philosophy0.20

Why this person — source posts

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

“Show me the task the model fails that you still ship.”
id quiet_margin42-1 · original · created 2026-09-12T13:47:00Z · retrieved 2026-09-17T22:00:00Z · source indexed · no live permalink

Signed receipt

This is Mila's file on @quiet_margin42 — a hash, not a vibe. You don't need the raw JSON. Open them on X, or copy the file if you're auditing.

sha256:3b1a0ac4