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

Fingerprint v2.1

@draft_draft41

Ines Bergstrom · researcher · UK

Evals and failure modes.

Open on X

Followers

9,750

Posts / day

3.3

Active months

90d growth

19%

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 density0.64

Citation rate0.33

Substantive replies0.65

Technical depth0.39

Originality0.83

Explanatory depth0.45

composite 0.55

Spam check

farm 0.19 · looks humanno coordination flags

Timing entropy: 0.68
Cadence regularity: 0.30
Duplication: 0.06
Follow churn: 0.05
Promo frequency: 0.03
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 0.30

Topics

safety0.88
ai0.74
policy0.34
philosophy0.18

Why this person — source posts

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

“Specifying 'be helpful' is not a constitution.”
id draft_draft41-1 · original · created 2026-09-03T17:21:00Z · retrieved 2026-09-17T22:00:00Z · source indexed · no live permalink

Signed receipt

This is Mila's file on @draft_draft41 — 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:b44ad289