Don't take answers from AI. Actually learn.
Track whether students truly understand (Bloom mastery + Feynman) as they learn with AI on your materials. Department / class / institution rollout available.
See it in action
Explore real collections and experience how F451 transforms content into knowledge.
국가계약법
Your Brain on ChatGPT: Accumulation of Cognitive Debt when Using an AI Assistant for Essay Writing Task
황수빈님 콜렉션: The Elements of Color: A Treatise on the Color System of Johannes Itten
AI Harness
조유나님:초기 회상부터 침묵의 존중까지, 완벽한 기록을 위한 전략
2026년 로봇 산업 현황 보고서
How it works
For Creators
Build structured learning experiences from any content
1.Upload Sources
Add documents, URLs, audio, or text. F451 processes and indexes everything automatically.
2.Define Your Rubric
Set learning objectives with keywords and descriptions. F451 aligns content to Bloom's taxonomy.
3.Share & Publish
Publish your collection. Listeners get quizzes, flashcards, mind maps, and AI-generated audio overviews.
For Learners
Learn inside the context with guided paths, then verify with quests
1.Explore inside the collection
Ask questions on top of the creator's context (sources + notes + ontology). The AI cites the actual tables and figures from inside that context.
2.Learn step-by-step with Guided Learning
AI weaves the collection into chapters, quizzes, and flashcards. Primary sources attach to the prose so you can dig deeper as you read.
3.Verify by explaining (Quest)
Explain it back via Feynman follow-ups. Gaps get added back to your path. You only get credit for what you actually understood.
Answer-getting vs real learning — we track the difference.
Asking ChatGPT for answers only builds cognitive debt. F451 makes students explain it themselves (Feynman) and measures real depth of understanding (Bloom's 6 levels).
Guided Learning
Get to the deepest point AI can take you
AI weaves your collection into chapter → inline quiz → flashcard → review. Tables, figures, and primary sources show up next to the chapter where they matter.
- Auto-generated path from L1→L4 ontology
- Inline markdown tables + figure cards beside the prose
- Bloom 6-level mastery tracking per concept
Quest
Take on questions AI can't settle
Frontier-level questions — past where AI is willing to commit. Feynman follow-ups probe the gaps, and you only get credit for what you actually worked through.
- Frontier questions — past AI's confident answer zone
- Up to 10 Feynman follow-up turns probe multi-layer understanding
- What stays isn't a score — it's the shape of your reasoning
Context Assets
The whole learning process becomes the asset
Creator's background sources plus the learner's trial-and-error, dialogue, and notes pile up in one collection. "How someone actually got there" passes to the next learner.
- PDFs, papers, notes, dialogue, and ontology in one place
- Multi-modal extraction — tables and diagrams as learnable artifacts
- Public collections → frontier intelligence marketplace (coming)
실제 화면은 이렇게 생겼습니다
가이디드 러닝과 Quest 가 학습자에게 어떻게 보이는지 확인하세요.
Guided Learning
어떤 자료로도 학습 경로가 자동 생성
자료를 올리면 챕터 → 세션 → 개념 → 퀴즈가 자동으로 엮입니다. 첫 페이지부터 마지막 결론까지 빈틈없이 따라가세요. 표·그림은 1차 자료에서 직접 인용 — AI 가 지어내지 않습니다.


Quest
정답 없는 질문 → 파인만 평가 보고서
원작자의 프론티어 질문 위에서 직접 사고합니다. AI 가 정답을 주지 않고, 학습자가 자기 언어로 논리를 쌓아갑니다. 평가는 점수 + Bloom 단계 + 동료 분포로 — 어디까지 사고했는지, 남들과 얼마나 다르게 봤는지 두 축으로 측정.


The AI learning tool for the AI era. Start now.
From individual learners to school / department / class LMS rollout. Build environments where students actually understand.