Architecture · AI services

Mirror and onboarding

Gets a member to a first suggestion in about three minutes, then asks one question a day and shows what the system believes about them for them to confirm, correct or delete.

As of September 2026 · Peoplarium is a Digi117 venture in development.

  • LayerAI services
  • Runs onCommercial language-model APIs
  • What it costsIncluded in the AI line
  • AI
  • Regulation

Why not a long interview

A 26-minute voice interview produces good dates but is too long as a gate. A short card plus one question a day builds understanding from use.

Why Mirror

Members see and correct the model of themselves. That is fairer, and it is how AI-transparency rules expect a system to behave.

What it talks to

  • API on Cloudflare Workers: One API for the whole product. It checks who the member is and what they may see, then calls the right module.
  • Postgres with vector search: Stores profiles, hubs, plans, pulses and moderation outcomes, plus the embeddings used to find people and plans that fit.
  • Discovery and recommendations: Finds hubs, people and open seats that fit a member, and excludes anyone who has been reported, pending review.

Designed for

  • Behavioral learning is opt-in because it can reveal orientation
  • Every inferred line can be deleted by the member
  • No personality-type matching

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