Tutor

Learn by doing, then keep getting better.

Tutor helps you work through a subject, checks what you understand, and adapts the next step without turning learning into a stream of answers.

Tutor active in ProjectIDE with a causal inference PDF, Guided controls, and a learner and Tutor exchange.

A real Tutor workspace. Guided learning stays beside the focused source, with practice actions and a resumable private transcript.

A learning loop

Meet the learner where they are.

Tutor can begin without a document, or stay grounded in the Resource you choose.

01

Name what you want to learn

Start from a subject alone, or attach a Project Resource as the exact focus.

02

Choose how much help

Use Socratic questions, guided steps, or direct explanations—and change course as you work.

03

Practice, don’t just read

Ask for a quiz, a hint, a clear explanation, feedback on work, or a review of recurring mistakes.

04

Return with continuity

Resume an active attempt and use private learning observations as revisable evidence of progress.

Private by design

Your attempt is not a publication.

The public Project shell and the private learning session have different boundaries.

Private conversation

Your Tutor chat, answers, mistakes, and learning observations are visible only to you.

Explicit sources

Attach the Project Resources Tutor may use. Public-web research is identified separately when available.

Revisable observations

Progress notes are evidence for better teaching, not permanent claims about your ability or identity.

Start with a subject

Learn, practice, and return.