learning-prereqs

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.