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PIPELINE

How it works, one step at a time.

Five durable steps. If one fails it retries from where it stopped — never from page one, and never billed twice.

  1. 0.3s

    Scan

    Shoot pages from a notebook, textbook, syllabus or past paper. Edges are detected on device before upload.

  2. 11.4s

    Read

    Handwriting, tables, formulas and per-word bounding boxes are recovered, so every line keeps its coordinates.

  3. 4.1s

    Structure

    Chapters, topics, concepts and formulas are detected — and low-confidence regions are flagged rather than guessed.

  4. 3.8s

    Generate

    Questions are written from retrieved chunks only. Nothing outside your source can enter the paper.

  5. 1.2s

    Verify

    Each question is re-checked against its chunk. Anything ambiguous is held and never reaches you.

Upload a PDF or photograph your notes. We extract the text, split it into passages, and index it.

When you generate a quiz, questions are written only from those passages, and each one must cite the passage that proves its answer. A separate verification pass rejects questions that are ungrounded or ambiguous.

Question selection and shuffling are deterministic — a seeded algorithm, not a model — so results are reproducible and auditable.

Long-running work happens in the background. You get a job you can watch, cancel, or come back to.