AI-Native Adaptive Education Architecture

1-on-1 Tutoring for Every Student.
A Cognitive X-Ray for Every Teacher.

Sunroot builds a live Skill Map for every learner that tracks what you have mastered and adapts your lessons to you. It brings together interactive labs, AI study notes with sources, and study rooms with friends.

My Skill Map — your mastery right now

Your mastery score for each topic

5-Day Streak

450 XP

Ohm's Law (V=IR)96.4%

Status: Mastered (Unlocked Advanced Labs)

RC Filter Cutoff62.8%

Status: In Progress (Socratic Hint Available)

Logic Gates & Half Adder34.1%

Status: Struggling (Matched with Peer Lounge)

Architecture Pillars

The Three Foundations of Sunroot

Moving beyond passive video consumption into dynamic mastery learning and rigorous classroom intelligence.

Adaptive Tutoring

A mastery score for every topic, so you always know what to study next.

Every quiz answer, flashcard and lab you complete updates your mastery score, and your lessons adapt to it.

Socratic method: hints before answers
Strict dependency prerequisite graph
Automatic peer lounge intervention when struggling

Interactive Labs

Hands-on interactive virtual apparatus embedded directly in topics.

No separate sandbox or disconnected assignments. Interactive simulation labs are rendered inline alongside lessons with real-time feedback.

Ohm's Law interactive circuit & electron flow
RC Filter frequency response & cutoff tuner
Logic gate circuit builder (Half-Adder verification)

Source-Grounded AI

Upload textbooks, lecture notes, or research papers with strict citations.

NotebookLM-style grounded reasoning. Gemini answers strictly using your uploaded materials with verifiable citations and zero hallucination.

Inline source attribution [S1], [S2]
Instant flashcards, summaries, and quizzes
Two-host “Deep Dive” dialogue with browser TTS

Role-Gated Architecture

Built for Students, Teachers & Admins

Strict server-enforced authorization and custom claims ensure security and distinct workflows.

Student

Adaptive personalized learner

• Enroll in public classes or request private access
• Your Skill Map and mastery radar
• Interactive labs, flashcards and AI quizzes
• Earn XP, streak days, and join peer lounges

Teacher

Curriculum & classroom director

• AI Syllabus Synthesis via Gemini
• Manage public/private classes and join requests
• Live class mastery heatmap (students x KCs)
• Track token quotas and see each student's skill map

Super Admin

Platform administrator

• Global user management and role assignment
• Approve teacher access requests
• Monitor platform-wide token usage and costs
• Disable accounts and manage platform health

SunrootAdaptive Learning

AI-Native Adaptive Education Architecture

1-on-1 Tutoring for Every Student.
A Cognitive X-Ray for Every Teacher.

My Skill Map — your mastery right now

Your mastery score for each topic

5-Day Streak

450 XP

Ohm's Law (V=IR)96.4%

Status: Mastered (Unlocked Advanced Labs)

RC Filter Cutoff62.8%

Status: In Progress (Socratic Hint Available)

Logic Gates & Half Adder34.1%

Status: Struggling (Matched with Peer Lounge)

Architecture Pillars

The Three Foundations of Sunroot

Moving beyond passive video consumption into dynamic mastery learning and rigorous classroom intelligence.

Adaptive Tutoring

A mastery score for every topic, so you always know what to study next.

Every quiz answer, flashcard and lab you complete updates your mastery score, and your lessons adapt to it.

Socratic method: hints before answers
Strict dependency prerequisite graph
Automatic peer lounge intervention when struggling

Interactive Labs

Hands-on interactive virtual apparatus embedded directly in topics.

No separate sandbox or disconnected assignments. Interactive simulation labs are rendered inline alongside lessons with real-time feedback.

Ohm's Law interactive circuit & electron flow
RC Filter frequency response & cutoff tuner
Logic gate circuit builder (Half-Adder verification)

Source-Grounded AI

Upload textbooks, lecture notes, or research papers with strict citations.

NotebookLM-style grounded reasoning. Gemini answers strictly using your uploaded materials with verifiable citations and zero hallucination.

Inline source attribution [S1], [S2]
Instant flashcards, summaries, and quizzes
Two-host “Deep Dive” dialogue with browser TTS

Role-Gated Architecture

Built for Students, Teachers & Admins

Strict server-enforced authorization and custom claims ensure security and distinct workflows.

Student

Adaptive personalized learner

• Enroll in public classes or request private access
• Your Skill Map and mastery radar
• Interactive labs, flashcards and AI quizzes
• Earn XP, streak days, and join peer lounges

Teacher

Curriculum & classroom director

• AI Syllabus Synthesis via Gemini
• Manage public/private classes and join requests
• Live class mastery heatmap (students x KCs)
• Track token quotas and see each student's skill map

Super Admin

Platform administrator

• Global user management and role assignment
• Approve teacher access requests
• Monitor platform-wide token usage and costs
• Disable accounts and manage platform health

1-on-1 Tutoring for Every Student. A Cognitive X-Ray for Every Teacher.

My Skill Map — your mastery right now

The Three Foundations of Sunroot

Adaptive Tutoring

Interactive Labs

Source-Grounded AI

Built for Students, Teachers & Admins

Student

Teacher

Super Admin

1-on-1 Tutoring for Every Student. A Cognitive X-Ray for Every Teacher.

My Skill Map — your mastery right now

The Three Foundations of Sunroot

Adaptive Tutoring

Interactive Labs

Source-Grounded AI

Built for Students, Teachers & Admins

Student

Teacher

Super Admin

1-on-1 Tutoring for Every Student.
A Cognitive X-Ray for Every Teacher.

1-on-1 Tutoring for Every Student.
A Cognitive X-Ray for Every Teacher.