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

Fingerprint v2.1

@seed_ravi

Ravi Mehta · founder · IN

Angel, occasionally useful. I ask about distribution before model.

Open on X

Followers

41,000

Posts / day

3.4

Active months

118

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 density0.64

Citation rate0.11

Substantive replies0.60

Technical depth0.32

Originality0.58

Explanatory depth0.55

composite 0.47

Spam check

farm 0.11 · looks humanno coordination flags

Timing entropy: 0.76
Cadence regularity: 0.27
Duplication: 0.10
Follow churn: 0.14
Promo frequency: 0.09
CTA patterns: 2

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: founders · ai-research

bridge_score 0.44

Topics

startups0.82
ai0.40
policy0.18

Why this person — source posts

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

“If Nori is in the mentions, I read the paper. If Orbit is in the mentions, I mute the thread.”
id seed_ravi-1 · original · created 2026-09-06T12:24:00Z · retrieved 2026-09-17T22:00:00Z · source indexed · no live permalink

Signed receipt

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

sha256:45aa951b