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

Fingerprint v2.1

@amber_late48

Dmitri Abebe · operator · US

Agents ate my standup.

Open on X

Followers

84,721

Posts / day

13.8

Active months

90d growth

64%

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 density0.17

Citation rate0.03

Substantive replies0.20

Technical depth0.16

Originality0.16

Explanatory depth0.16

composite 0.15

Spam check

farm 0.66 · likely spamcadence-grid

Timing entropy: 0.26
Cadence regularity: 0.88
Duplication: 0.47
Follow churn: 0.40
Promo frequency: 0.43
CTA patterns: 10

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-hype

bridge_score 0.05

Topics

ai0.72
startups0.48

Why this person — source posts

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

“Unpopular opinion: execution is everything. Follow for more unpopular opinions.”
id amber_late48-1 · original · created 2026-09-20T08:28:00Z · retrieved 2026-09-17T22:00:00Z · source indexed · no live permalink

Signed receipt

This is Mila's file on @amber_late48 — a hash, not a vibe. You don't need the raw JSON. Open them on X, or copy the file if you're auditing.

sha256:4048598c