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

Fingerprint v2.1

@grain_field33

Dalia Costa · researcher · JP

No launch posts.

Open on X

Followers

10,406

Posts / day

1.0

Active months

102

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 density0.67

Citation rate0.72

Substantive replies0.58

Technical depth0.74

Originality0.77

Explanatory depth0.53

composite 0.68

Spam check

farm 0.17 · looks humanno coordination flags

Timing entropy: 0.65
Cadence regularity: 0.16
Duplication: 0.12
Follow churn: 0.04
Promo frequency: 0.06
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-research · ml-research

bridge_score 0.22

Topics

ai0.83
ml0.79
science0.17

Why this person — source posts

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

“A 'surprising' result without a seed sweep is a lucky run.”
id grain_field33-1 · original · created 2026-09-13T09:45:00Z · retrieved 2026-09-17T22:00:00Z · source indexed · no live permalink

Signed receipt

This is Mila's file on @grain_field33 — 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:d8e17469