plan-to-study

Automated study material generation extracts technical judgments from PLAN_*.md files and structures them into STUDY_GUIDE, QUIZ, and NOTEBOOKLM outputs. It applies CER formatting and Admiralty Code scoring to annotate evidence, reasoning, and assessment notes for each decision.

Creating a quiz and study guide from a markdown planning document involves identifying technical judgments and applying structured learning frameworks. The system uses configured templates to validate decisions and generate standardized STUDY_GUIDE, QUIZ, and NOTEBOOKLM outputs stored in the SSOT.

Admiralty Code scoring is a validation framework applied to each technical judgment extracted from planning documents. It works alongside CER formatting to annotate evidence and reasoning with assessment notes, ensuring decisions are rigorously evaluated before generating study materials.

You can convert technical decisions into NotebookLM inputs by extracting judgments from PLAN_*.md files and applying configured templates. The system validates the extracted decisions and generates a structured NOTEBOOKLM output stored directly in the SSOT.

A Single Source of Truth (SSOT) is required to store the generated study materials. The system validates extracted technical judgments and stores the final STUDY_GUIDE, QUIZ, and NOTEBOOKLM outputs in the SSOT using configured templates.

The best way to validate technical judgments for study materials is to apply CER-based validation and Admiralty Code scoring. This framework annotates evidence and reasoning with assessment notes for each decision before generating standardized outputs.