How it works

Five layers, one system

Circle Baji's learning system runs as five connected layers — from where a course is authored to how its impact is proven.

1. 1

   Authoring — the Studio

   built

   where a journey is born

   Staff converse with an AI to build a course; it drafts modules, quizzes, and audio scripts, and renders the journey visually as it goes.
2. 2

   Orchestration — the conductor

   planned

   what reaches the learner, when

   Fires WhatsApp reminders and nudges via Turn.io, schedules voice notes, and routes every 'do the course' action back to the platform.
3. 3

   Learning & Capability — the classroom

   planned

   the Coursera-style learner experience

   Audio-first Urdu module player, visual journey progress, quizzes, embedded AI-tool sessions, and product unlocks.
4. 4

   PIVT Ledger — the memory

   planned

   log, not score

   Every action is an immutable logged event. The learner's four scores are projections computed over the log, owned by her.
5. 5

   Proof & Human-in-the-Loop — the oversight

   planned

   does the AI actually help?

   The always-on proof dashboard plus the human review points: instructors approve AI-drafted content before deploy; reviewers vet flagged items.