What AI does not do

During review sessions, you give the grade: Again, Hard, Good, or Easy.

Yuhimo trusts your self-assessment. AI does not decide whether an answer was correct. AI does not assign grades automatically.

AI may help create prompts before review. It does not judge the result of the review.

Yuhimo is not an automatic answer checker.

You can answer a question mentally, verbally, or in writing. The system does not compare your answer against an official solution.

You decide whether recall was successful enough. That is why honest self-assessment matters.

See Self-Assessment and How reviews work for the full review flow.

AI-generated questions can be useful, but they can also be incomplete, vague, or misfocused.

AI may generate a question that is technically related but not useful. It may miss the most important idea on the page or produce overlapping, shallow prompts.

You should review and edit generated questions. See Edit generated questions for practical guidance.

Questions are prompts, not the main source of knowledge. The page remains the primary learning unit.

Study material generation can create first-draft page content. Those drafts still need your review, and they become normal pages only after you save. Filling an empty page or adding AI content can change that page’s body; a page you already wrote is not overwritten unless you choose that action.

A good page should contain the explanation, examples, links, notes, and context. AI-generated questions should point back to what the page is trying to teach.

If a question exposes missing context, improve the page. Generated questions should support the page, not become a disconnected pile of prompts.

AI can infer possible questions from the page. It does not know your exact goal, exam scope, project context, or personal priorities.

You should decide which questions matter. Delete low-value generated questions. Add important missing questions manually.

If a page contains both background context and one key idea, AI may generate questions about both. Keep the prompts that match what you actually want to remember.

Generating questions is not the same as learning. Reading generated questions is not the same as recall.

Real review requires trying to remember before checking the page. You still need to think, compare, explain, and judge your recall.

Yuhimo supports this process, but does not do it for you.

A messy page can produce messy questions. Copied content without structure may lead to weak prompts. Very broad pages may generate broad questions.

Pages with unclear ideas should be edited before relying on generated questions. Sometimes the better fix is to rewrite or split the page.

See Pages, Nested Pages, and How learning pages work.

AI question generation is separate from review scheduling.

Scheduling is handled by Yuhimo's learning system. Review grades update the scheduling state. AI does not decide due dates or replace Again, Hard, Good, or Easy.

See FSRS-light explained, Stability and difficulty, and Retrievability for how scheduling works.

AI is useful when treated as a helper, not as an authority.

• generating first-draft questions
• drafting study pages from a topic, pasted text, or a file
• suggesting possible recall prompts
• helping you notice gaps in a page
• speeding up preparation
• giving starting points you can edit

See Why AI is a helper for the intended role of AI in Yuhimo.

Create study material with AI — how Yuhimo drafts pages from a topic, text, or file.

AI question generation — how Yuhimo generates questions.

AI question generation limits — caps, selected text, and fewer results.

Edit generated questions — review and improve AI drafts.

Why AI is a helper — the intended role of AI.

Questions — optional prompts attached to a page.

Self-Assessment — how you rate your own recall.

How reviews work — the review session flow.

Does AI grade my answers?

No. Yuhimo does not use AI to grade answers. You grade your own recall with Again, Hard, Good, or Easy.

Does AI know if I really remembered the page?

No. Only you can judge whether recall was successful during a review.

Are AI-generated questions always correct?

No. They can be useful, but they may be vague, incomplete, duplicated, or focused on the wrong part of the page.

Can AI replace self-assessment?

No. Self-assessment is central to Yuhimo's review workflow.

Does AI decide when a page is due?

No. Due dates are handled by Yuhimo's scheduling logic, not by AI.

Should I delete bad AI-generated questions?

Yes. Keeping weak or irrelevant questions adds noise. Delete or rewrite them.