Invite-only beta

Build a personalized world-context tutor, not another feed.

The public channel keeps the shared briefing engine running. The website turns that same knowledge base into one account, one evolving tutor profile, and one coherent daily lesson shaped by your themes and sources.

What the website adds

  • Ranked interests that shape daily topic selection
  • Curated source controls with role, trust mode, and rhetoric risk
  • One personalized main brief per day plus archive and follow-up
  • Invite-only beta with email/password, magic link, and Google sign-in
1 main briefPer day, not ten disconnected headlines.
3 modesBalanced, strict, or light personalization.

Core principle

Stateful over time

Your tutor remembers what it already explained and what is still under-covered.

Core principle

Critical by design

It separates fact from interpretation, compares sources, and keeps uncertainty visible.

Core principle

Personalized without chaos

You choose the beats and sources that matter, but the system still enforces quality guardrails.