AI Subject Tutors
8 Question Formats
Lodestar · AI Tutor
Every practice,
leaves a trace.
Hand it your materials — understand, practise eight ways,
and prepare for your exam with a plan of your own.
Windows · macOS | Free during beta
Personal Exam Plans
Mastery & Wrongbook
One tutor is fine.
A team of experts is better.
Drop your materials in —
watch knowledge take shape.
Watch it work
PDFs, handouts, notes — drop them in. Lodestar extracts the knowledge points, files them into your graph, and turns them into practice material. Ask your expert for explanations with available source citations, then practise what you have learned.
Structure
01Knowledge points become stars.
Shared concepts
022 sources → 1 shared concept
One identity across your sources.
Your knowledge,worth a
constellation.
Knowledge links
03A shared structure connects related concepts
Prerequisites and related ideas connect.
Mastery
04Direct evidence, separate summaries.
Lodestar connects knowledge points across your materials. Answers provide direct mastery evidence; descendant summaries give a separate broader view. Find weak spots, revisit mistakes and see what needs another look.
How Lodestar works
Every step informs the next.
Learn with your materials
A coordinator and subject experts help you work through your notes. Ask follow-up questions and connect explanations to available source passages.
Practise eight ways
Single choice, multiple choice, true / false, fill in the blank, ordering, matching, short answer and essay. Expert packs can customise question styles and grading.
Your exam, your plan
Set your target exam and its date. Knowledge gaps, review timing and prerequisites inform your daily tasks, with a reason for every item.
Close the learning loop
Find weak points in your knowledge, revisit mistakes in the wrongbook and retry them. Direct mastery and descendant summaries show different views of your progress.
Inside the app · illustrative previews
Take a look around.
FAQ
Common questions
Where does my data live?
The desktop app keeps local learning records. AI processing, account services and Studio also use cloud services; which materials or excerpts are sent or stored depends on the feature you use.
What are expert packs?
Expert packs bring subject-specific knowledge, teaching methods, question styles and grading rules. Discover packs in the online market, then manage installed experts in Settings.
Which material formats are supported?
PDF, Word, Markdown and plain text. Materials are decomposed into knowledge points before entering the practice engine — your original files are never modified.
Which question types can I practise?
Eight built-in formats: single choice, multiple choice, true / false, fill in the blank, ordering, matching, short answer and essay. Expert packs can customise the available question styles and grading.
How does my exam plan work?
Set your target exam and its date. The planner considers exam priorities, knowledge gaps, review timing and prerequisites to organise your daily tasks, with a reason for each item.
Can I revisit mistakes and track mastery?
Use the wrongbook to revisit questions and retry them. Correct retries update a mistake's status. Direct mastery reflects answers that assess a concept, while descendant summaries separately show the broader picture.
Can I create or extend learning resources?
Studio helps teachers and creators organise materials, edit knowledge graphs visually or as text, and prepare expert packs. Advanced users can manage Plugins, MCP services and Skills to extend their workspace.
What about rewards and AI usage?
Learning can earn Cryst for cosmetics and personalising your expert's appearance. Cryst rewards and AI account credits are separate: check your account balance and usage history for AI consumption.
Tonight, light your first star.
Free during beta — install and go.
v0.1 beta · ~80 MB installer