YOUR LEARNING SPACE

Good evening, learner.

Workspace
L
✦ YOUR PERSONAL STUDY COMPANION

Make every study session
count.

Ask questions from your material, test what you know, and focus your next session where it matters most.

68%
overall topic mastery
Topics tracked ⌘
4
Across your course material
Questions answered ✓
0
Practice makes progress
Materials indexed ▤
1
Demo source included
Needs revision ↗
2
Topics below 70% mastery

Topic mastery

Updated from your practice answers

Suggested next steps

A little focused practice goes a long way

Prototype note: this demo includes a small built-in course corpus. Uploaded files are processed locally where supported; no content is sent to a server.

My study materials

Add source material and keep learning content in one place.

SOURCE LIBRARY

Upload a resource

PDF / TXT / MD
⇧
Bring your course material

PDF, text, or Markdown files. PDF text extraction uses a browser library when available.

For this deadline-friendly prototype, text-based PDF extraction is supported through PDF.js CDN when internet is available. PowerPoint and video ingestion are not implemented in this MVP.

Indexed resources

1 resource

How indexing works

1
Extract

Read text and keep page references when available.

2
Chunk

Split content into searchable source excerpts.

3
Retrieve

Match tutor questions to the most relevant excerpts.

4
Cite

Show source title and page/section in tutor replies.

Ask your material

Source-first answers, with a clear flag when the library doesn't cover a question.

GROUNDED TUTOR

Study chat

Hi! I'm your StudySage tutor. Ask me about the sample course, or upload your own text-based material in My materials. I'll show the source excerpt I used and flag questions that aren't covered.
Grounding mode: responses are assembled from matching library excerpts. If no relevant excerpt is found, the tutor will say the available material does not support an answer.

Available source context

The demo course covers four topics. Upload your own notes to expand the searchable library.

Practice quiz

Short assessments to find what you understand and what needs another pass.

ADAPTIVE PRACTICE

Quick knowledge check

5 questions

How scoring helps

✓
Immediate feedback

Each answer includes the correct option and a source reference.

↗
Mastery updates

Correct answers increase topic mastery; incorrect answers lower it slightly.

⟳
Fresh practice

Question order and scope can change between quiz runs. This MVP uses a fixed verified demo bank.

Question bank is intentionally small and hand-authored for demo reliability. Automatic LLM question generation and cross-model verification are not connected.

Your learning progress

Topic-level estimates update after each submitted quiz.

LEARNER MODEL

Mastery by topic

Personalized revision plan

Learner model

This prototype uses a transparent bounded score update, not a trained student model.

+
Correct answer

Mastery increases by 5 points (capped at 98).

−
Incorrect answer

Mastery decreases by 3 points (floored at 10).

◎
Next-step logic

Recommend the lowest-mastery topic first.