Articles
Practical guides to Roxy Tutor, mastery learning, NAPLAN results, source-grounded study, and planning the next learning step with RoxWhy.

How to Understand NAPLAN Results: A Parent Guide
A parent-friendly guide to reading all five NAPLAN domains, choosing the next learning priorities, and using RoxWhy's free insight and detailed PDF report.

Roxy Tutor: Personal AI Tutoring Built on Mastery
Roxy Tutor combines durable coaching context with native Mastery progression, source-grounded study tools, and evidence-led review for every learner.
How an ATAR Estimator Should Handle Scaling
How students can use an ATAR estimator for QLD, NSW, ACT, and VIC without mistaking scaling models for official ATAR results.
Why Context-Aware AI Tutoring Beats Generic Chatbots
Generic chatbots forget what you taught them yesterday. A context-aware tutor that remembers your sources, your goals, and your gaps changes how learning compounds over time.
Building a Personal Knowledge Base for Deep Learning
A practical guide to organising notes, readings, and references into a knowledge base your AI tutor can actually reason from — not just a folder of stale PDFs.
From Confusion to Structure: A Self-Learner's Workflow
A four-stage workflow for turning the messy, frustrated state of not understanding something into a clear, reusable learning structure — with or without AI help.
