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

Fingerprint v2.1

@scaling_laws_txt

Ben Adeyemi · researcher · UK

I measure. I do not prophesy. Compute, data, loss.

Open on X

Followers

33,100

Posts / day

1.1

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 density0.93

Citation rate0.70

Substantive replies0.65

Technical depth0.89

Originality0.66

Explanatory depth0.81

composite 0.78

Spam check

farm 0.05 · looks humanno coordination flags

Timing entropy: 0.68
Cadence regularity: 0.35
Duplication: 0.06
Follow churn: 0.03
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-research

bridge_score 0.20

Topics

ai0.90
ml0.84
science0.30

Why this person — source posts

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

“A scaling plot with three points is a line you wanted to see. Show the residuals.”
id scaling_laws_txt-1 · original · created 2026-09-21T19:51:00Z · retrieved 2026-09-17T22:00:00Z · source indexed · cites Kaplan et al. / Hoffmann et al. · no live permalink

Signed receipt

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

sha256:845e8fce