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

Fingerprint v2.1

@spare_amber78

Dmitri Bergstrom · farm · US

Motivation + tech. Link below.

Open on X

Followers

69,003

Posts / day

9.9

Active months

90d growth

26%

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 density0.14

Citation rate0.06

Substantive replies0.22

Technical depth0.18

Originality0.09

Explanatory depth0.15

composite 0.14

Spam check

farm 0.68 · likely spamcadence-gridnear-duplicate-phrasingmutual-amplification

Timing entropy: 0.28
Cadence regularity: 0.89
Duplication: 0.68
Follow churn: 0.27
Promo frequency: 0.40
CTA patterns: 11

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: farm-cluster

bridge_score 0.04

Topics

ai0.38
comedy0.33
startups0.31

Why this person — source posts

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

“The early bird 5am club changed my life. Same post, new day.”
id spare_amber78-1 · original · created 2026-09-04T11:42:00Z · retrieved 2026-09-17T22:00:00Z · source indexed · no live permalink

Signed receipt

This is Mila's file on @spare_amber78 — a hash, not a vibe. You don't need the raw JSON. Open them on X, or copy the file if you're auditing.

sha256:7220c4c8