Mira Learning Worlds

For homeschooling parents and teachers at small private schools, turn subject goals, a child's questions and session progress data into adaptive 3D learning scenes and a mastery summary. Address the recurring problem: one-size-fits-all lessons lose the child before anything sticks. The pilot measures average minutes of focused engagement per session and the improvement in topic assessment scores between pre-test and post-test, against the buyer's current method, before the larger build.

Parent sets subjects and goals, child starts a session, Mira asks what the child is curious about, the AI generates a themed world with interactive objects, the child explores and solves puzzles, the AI logs mastery signals and drafts a summary, the guardian reviews the summary and approves the next session, and finish with approved session notes. Start with subject goals and progress data and finish with adaptive 3D learning scenes and a mastery summary.

How the AI works

A language model interprets the child's questions, plans the scene structure and adapts difficulty, with voice synthesis giving the tutor a natural presence, and image or 3D generation building themed environments. A curated knowledge base limits what the tutor draws on. A parent or teacher reviews each session log and approves the next difficulty level before it is offered.

Safeguards

Tight content filter and a narrow curated knowledge base, no unsafe content, no medical or diagnostic claims, age-appropriate language limits, parent approval before each new difficulty tier, no headset features for children under an agreed minimum age, no unreviewed open-ended web answers, and a full audit trail of every scene generated and every summary sent.

What to build first

One buyer: homeschooling parents. One use case: fractions. First two modules: a pizza kitchen fraction scene and a measurement scene, both generated for tablet screens without a headset, with every AI summary manually checked before release to the ten test families.

What it can connect to

Start simple: roster import for schools via CSV, calendar reminders, and export of mastery summaries as PDF. Later, Google Classroom and SIS gradebook connections.

The screens in detail

The parent dashboard is a simple grid of subjects, weekly goals and current difficulty. The session world is the live scene view with a side panel of topic choices, touchable objects and puzzles. The progress console shows what was mastered, what was skipped, and a two-sentence voice summary per session. Let users switch between learner view and observer view, compare past sessions side by side, and mark scenes as reviewed, paused or approved. In this product, the first view is goal dashboard, followed by session world and progress console.