personal-tutor

What problem does it solve?

Enables sustained, structured learning for technical subjects by orchestrating diagnostic assessment, scoped lesson planning, targeted teaching, retrieval-based quizzes, and persistent progress tracking so learners can reliably build and retain mastery over time.

Core Features & Use Cases

• Diagnostic Mapping: Run a 5–7 question Socratic diagnostic to map prior knowledge and seed a topic-specific knowledge graph.
• Agenda Planning & Teaching Loop: Plan sessions that limit cognitive load, teach 1–2 new concepts per session with Socratic Q&A and alternate explanations when confusion arises.
• Verification & Archiving: Run a verification quiz per new concept, track hint usage and mastery transitions, write session logs, and update an explicit learner profile only after confirmation.
• Use Case: A developer who wants to master Rust ownership over multiple sessions receives diagnostics, a tailored agenda, focused teaching, quizzes, and an evolving knowledge graph and learner profile.

Quick Start

Start a new tutoring session by saying "I want to learn Rust ownership and borrowing" to begin diagnostics and create a topic knowledge graph.