Articles
Ideas for learning with AI, working from notes, and building a stronger study workflow with RoxWhy.
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.