What problem does it solve?
This workflow identifies the exact prerequisites a learning material assumes, flags which gaps the reader has, and builds targeted briefs to bridge those gaps, enabling efficient, guided study.
Core Features & Use Cases
- Ingest material and map the prerequisite surface (5-15 concepts) with names, roles, and difficulty levels.
- Conduct a multi-round adaptive diagnostic (up to ~15 questions) to determine each concept's floor.
- Produce 2–3 foundation briefs plus a main brief, published to SiYuan under a Learning Prereqs hub for easy reference.
- Publish a structured guided reading plan that preserves original media and links back to the briefs.
- Run a mastery check after guided reading to verify understanding and surface remaining gaps.
- Optional integration with a companion flashcards workflow for spaced repetition.
Quick Start
Provide the learning material URL or PDF and I will start the diagnostic, prereq mapping, and SiYuan publishing workflow.