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

Fingerprint v2.1

@shipfast_ai

Cole Vane · operator · US

Shipped 11 wrappers this month. Follow for playbooks.

Open on X

Followers

67,000

Posts / day

9.4

Active months

90d growth

55%

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 density0.24

Citation rate0.05

Substantive replies0.16

Technical depth0.12

Originality0.21

Explanatory depth0.18

composite 0.16

Spam check

farm 0.68 · likely spamcadence-grid

Timing entropy: 0.28
Cadence regularity: 0.84
Duplication: 0.55
Follow churn: 0.27
Promo frequency: 0.52
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: ai-hype · founders

bridge_score 0.19

Topics

startups0.70
ai0.60

Why this person — source posts

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

“I replaced my team with agents. Here's the $9/mo stack. Comment 'STACK'.”
id shipfast_ai-1 · original · created 2026-09-22T12:46:00Z · retrieved 2026-09-17T22:00:00Z · source indexed · no live permalink

Signed receipt

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

sha256:9155169f