DATE LABPUBLIC PROFILE STUDY · 01
LOCAL-FIRST · NO PAID API
Advocate-agent prototype / 25 sample profiles

Public signals, compared.

Each profile has a deterministic advocate that reads its two source notes, takes turns with another agent, and prepares an opt-in-gated proposal. Rankings order public-topic overlap, not dating compatibility.

25
People in the cohort
300
Possible pair simulations
50
Profile links in cohort

Profile directory

Inspect each two-link record, its source basis, and the signals used in matching.

25 profiles
LinkedIn + Instagram per record
PersonTopic signalsSourcesAnalysis basisActions

Agent simulations

Select a profile, then inspect how its advocate compares each candidate.

fictional · deterministic

Agent simulations

Ordered by shared and adjacent public topics

24 possible simulations

Rankings

Each shortlist is recalculated from the same topic-overlap rule when the cohort changes.

topic signal index · 0–100

Topic ranking

Choose whose agent you want to represent.

Score method: 75 points maximum for overlap (Dice coefficient), plus 5 points per distinct related-topic bridge, capped at 25. Everyone is ranked regardless of gender or orientation. Neither is inferred. This is topic similarity, not an eligible dating match or a measure of attraction, relationship intent, or consent.