Knav · Architecture

The Learning Intelligence Workflow

Knowledge creation · learner understanding · continuous replanning

Instructors

Courses

Course A

Course B

Course C

Course D

Domains

Vehicle Diagnostics

EV Systems

Service Operations

Technical Repair

Safety & Compliance

Leadership Development

Knowledge Graphs

Concepts & Relationships

Prerequisites & Dependencies

Learning Resources

Assessments & Progress Tracking

Knav organizes courses into knowledge domains

Knav constructs knowledge graphs

Learner

Oracle

Understand goals

Ask questions

Conduct assessments

Deliver quizzes

Guide learning

Build learner model

Learner Knowledge State

Known concepts

Knowledge gaps

Learning preferences

Target goal

AI Planner

Knowledge graphs

Learner knowledge state

Optimal learning path

Personalized Learning Path

a route through the knowledge graph

Learner interacts with the Oracle

Oracle infers learner knowledge state

AI Planner computes optimal learning strategy

Knav transforms course libraries into an intelligent knowledge system that understands content, understands learners, and continuously plans personalized learning paths toward mastery.