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LEARNING STUDIO · IN DEVELOPMENT

You’ve read it. Make it part
of what you know.

You have the sources. The explanation sounds familiar. But can you explain the idea—or use it—when you need it?

We’re developing a source-grounded workspace that connects reading, explanations, recall, and the work you want to do with what you learn.

Look inside the prototype Discuss your learning workflow

Public access is not yet available

Illustrative learner moving between a book, notes, and a laptop in a naturally lit workspace
Moving between sources and your own understanding. Illustrative scene.

PROTOTYPE PREVIEW

Keep the explanation
close to its evidence.

Choose your sources, ask a question, and check the passages behind the response.

Selected source

Prototype source selection: one selected source, Machine Learning Foundations

One source selected. The response stays within that material.

Question and supporting passages

Actual Learning Studio prototype response quoting selected sample material with passage references
Recorded prototype, September 6, 2026. This preview uses sample material and prewritten excerpts—not a live AI response. Open the response full size ↗
YOUR SOURCES

Choose what belongs
in the conversation.

Choose the material you want to learn from. Only the selected sources are used to answer your question.

THE EVIDENCE

Go back to
the supporting passage.

Follow a reference to the passage it points to, then check whether it supports the explanation.

THE NEXT STEP

Test what
you can explain.

The prototype also offers recall questions and review activities. We’re investigating how these can help people retain and use what they learn.

LEARNING WITH A PURPOSE

Put your reading
to work.

Entering a new domain?

Connect a difficult concept to the source it came from, then practise explaining it in your own words.

Returning to a project?

Recover the reasoning in your notes and architecture material before you make the next decision.

Ready to go deeper?

Use a question or a recall attempt to find what you still do not understand, instead of measuring progress by pages read.

DEVELOPMENT & RESEARCH

Explore the prototype.
Examine the open questions.

The prototype brings together source material, conversations with references, recall activities, and project workspaces.

Our next evaluation questions are whether learners can verify an explanation efficiently, recognize an unsupported claim, and use recall to identify a real gap in understanding.

Learning-outcome evaluation is still ahead; we have not announced a release date. We welcome conversations about learning needs and research collaboration.

Read the draft evaluation plan ↓

WORK WITH INDRIYA

What are you learning to do?

Bring a recurring learning challenge, the kinds of sources you use, and the moment you need to put the knowledge to work.

Share your learning workflow