What usually happens
You upload a file and ask the tutor to teach it. The product returns several screens of Markdown with headings, definitions and examples. It may end with a short quiz or ask whether you want to continue.
The response arrives before the product knows what you understand. You have not interpreted the source, attempted a problem or explained anything back.
The product generated educational content. It did not yet teach.
Why the distinction matters
A learner can read a clear explanation and still misunderstand the key relationship. A final “Does that make sense?” does not show what was understood.
Figurespace does not treat the end of a response as the end of a lesson. Figure works inside a Session. The source remains available, the learner takes part, and the next part can depend on what they actually do.
Questions do not automatically make a tutor
A chatbot can append three questions to a long explanation. It can ask them one at a time with the right prompt. That still leaves the learner managing the teaching process.
Figurespace is built around teaching from the start. Questions, source work, visual work and practice are part of the learning environment rather than optional outputs attached afterward.
The source remains part of the lesson
In most document chat, the source becomes model context. Figurespace keeps it available as something the learner can inspect and work from directly.
