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

Fingerprint v2.1

@margin_orbit43

Pavel Keane · researcher · CA

Evals and failure modes.

Open on X

Followers

2,115

Posts / day

2.7

Active months

101

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 density0.77

Citation rate0.24

Substantive replies0.68

Technical depth0.31

Originality0.74

Explanatory depth0.50

composite 0.55

Spam check

farm 0.18 · looks humanno coordination flags

Timing entropy: 0.74
Cadence regularity: 0.27
Duplication: 0.11
Follow churn: 0.06
Promo frequency: 0.03
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-safety · ai-research

bridge_score 0.24

Topics

safety0.93
ai0.69
policy0.23
philosophy0.15

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 margin_orbit43-1 · original · created 2026-09-09T17:05:00Z · retrieved 2026-09-17T22:00:00Z · source indexed · no live permalink

Signed receipt

This is Mila's file on @margin_orbit43 — a hash, not a vibe. You don't need the raw JSON. Open them on X, or copy the file if you're auditing.

sha256:3ce4bc0c