notebooklm-learning-auditor

name	notebooklm-learning-auditor
description	Specialized skill to audit and transform NotebookLM notebooks into "Continuous Learning Platforms". It focuses on pruning outdated content, configuring a "Learning Mentor" persona, and setting up recursive learning tools like Quizzes and Flashcards.
license	Apache-2.0
metadata	{"version":"1.0","capabilities":["learning-optimization","persona-tailoring","knowledge-scaffolding"]}

NotebookLM Learning Auditor Skill

This skill transforms traditional static notebooks into dynamic learning environments by applying structural audits, persona refinement, and knowledge retention strategies.

Operational Flow

Phase 1: Knowledge Mapping

1. Source Discovery: Identify all sources and their "Freshness" (prefer 2025-2026 content).
2. Gap Analysis: Identify missing core concepts needed for a "complete guide" (e.g., advanced ComfyUI nodes, latest SDXL updates).

Phase 2: Structural Pruning

1. Noise Reduction: Delete sources that are too generic or redundant.
2. Context Consolidation: Identify "Golden Sources" (primary documentation) vs "Support Sources" (tutorials).

Phase 3: Learning Persona Configuration

1. Configure Chat: Set the custom instruction to a "Learning Mentor" profile.
   • Tone: Socratic, encouraging, and technically precise.
   • Method: Break complex concepts into "Atomic Units". Always end responses with a "Knowledge Check" question.

Phase 4: Retention Setup (NotebookLM Studio)

1. Initialize Retention Tools:
   • Create a Study Guide summarizing the entire notebook.
   • Generate a Quiz (Medium difficulty) to baseline the user's knowledge.
   • Creating Flashcards for key technical terms or workflows.

Verification

• Run a "Learning Path" query: "What are the 3 essential milestones to master [Topic] using these sources?"
• Verify that the AI provides citations and structured learning steps.

Principles

• Signal over Volume: A learning notebook is better with 15 expert sources than 100 random ones.
• Interactivity: Learning is active; the persona MUST challenge the user.