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

Fingerprint v2.1

@orbit_field40

Yusuf Ellis · researcher · UK

Estimators, not keynotes.

Open on X

Followers

5,479

Posts / day

2.6

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 density0.72

Citation rate0.35

Substantive replies0.64

Technical depth0.63

Originality0.65

Explanatory depth0.62

composite 0.60

Spam check

farm 0.15 · looks humanno coordination flags

Timing entropy: 0.75
Cadence regularity: 0.18
Duplication: 0.09
Follow churn: 0.09
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: ml-research · ai-research

bridge_score 0.13

Topics

ml0.90
ai0.66
math0.40

Why this person — source posts

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

“Variance is the result. The mean is the press release.”
id orbit_field40-1 · original · created 2026-09-05T16:59:00Z · retrieved 2026-09-17T22:00:00Z · source indexed · no live permalink

Signed receipt

This is Mila's file on @orbit_field40 — a hash, not a vibe. You don't need the raw JSON. Open them on X, or copy the file if you're auditing.

sha256:8accb704