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Turn any lecture into nine study formats in under 15 seconds

How Lumo AI's five-agent system reads your source once and produces notes, flashcards, a quiz, a mind map, slides, an audio overview, and more — all graded for accuracy before you see them.

The Lumo Team·Product·· 2 min read

You drop in a lecture recording, a dense PDF, or a YouTube link. Fifteen seconds later you have a complete study kit: structured notes, a deck of flashcards, an adaptive quiz, a mind map, slides, and a two-host audio overview you can interrupt and steer. Here's what happens in between.

One source, nine ways to learn

Most tools give you a single output — a summary, or a chat window. Lumo produces nine distinct formats from the same source in one pass, because different moments call for different formats:

| When you're… | Reach for | | --- | --- | | Reviewing before class | Notes + Summary | | Drilling for recall | Flashcards + Quiz | | Seeing the big picture | Mind map | | Studying hands-free | Audio overview |

Every format is generated from the same verified understanding of your source — so your flashcards never contradict your notes.

The five-agent system

Quality comes from a stateful agent graph, not a single prompt:

  1. Planner scopes the work and sets success criteria.
  2. Researcher retrieves and verifies facts against your source.
  3. Synthesizer drafts the structured output.
  4. Critic scores the draft 1–10 on accuracy, clarity, and age-appropriateness.
  5. Refiner fixes whatever the Critic flagged — up to three loops.

Nothing reaches you until it clears the Critic. That's why the output reads like a strong study guide instead of a first draft.

Tuned to your grade

A Class 6 explainer and a university one shouldn't read the same. Lumo calibrates depth and vocabulary to your level — and you can change the reading level on any note at any time.

Drop in a source, pick your level, and study between classes.

Ready to try it? Open the demo — no signup required.

Try it on your own material

Paste a link or PDF and get nine study formats in seconds — no signup.

Open the demo

Related reading

Turn any lecture into nine study formats in under 15 seconds · Lumo AI — Lumo AI