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Concept Enumeration

This file lists the 570 concepts that make up the learning graph for Using Agent Skills to Create Intelligent Textbooks. Each concept is an atomic, teachable idea drawn from the course description.

Concept labels follow the project conventions: Title Case, a maximum of 32 characters, and phrased as entity names rather than questions. The numeric identifier is the ConceptID used throughout learning-graph.csv and learning-graph.json.

  1. Artificial Intelligence
  2. Large Language Model
  3. Token
  4. Tokenization
  5. Context Window
  6. Prompt
  7. Prompt Engineering
  8. System Prompt
  9. Nondeterminism in LLM Output
  10. Hallucination
  11. Grounding and Verification
  12. Python
  13. Markdown Formatting
  14. Terminal Commands
  15. Directory Navigation
  16. Shell Scripting
  17. Git
  18. Git Repository Structure
  19. Version Control Basics
  20. GitHub Integration
  21. Visual Studio Code
  22. VS Code Terminal
  23. AI Coding Agent
  24. Tool Use by Agents
  25. Agentic Workflow
  26. Human in the Loop
  27. Claude Code Interface
  28. IDE Agent Integration
  29. Chat Versus Agent Interfaces
  30. Iterative Refinement
  31. Intelligent Textbook
  32. Level 1 Static Content
  33. Level 2 Interactive Content
  34. Level 3 Adaptive Content
  35. Level 4 Chatbot Integration
  36. Level 5 Autonomous AI
  37. Five Levels of Intelligence
  38. Experience API
  39. Learning Record Store
  40. Open Educational Resources
  41. Creative Commons Licensing
  42. Textbook Generation Pipeline
  43. Quality Gate
  44. MkDocs
  45. MkDocs Material Theme
  46. mkdocs.yml Configuration
  47. Navigation Structure
  48. Blank Line Before Lists
  49. Agent Skill
  50. Agent Skills Open Standard
  51. SKILL.md File
  52. YAML Frontmatter
  53. Skill Name Field
  54. Skill Description Field
  55. Skill License Field
  56. Compatibility Field
  57. Skill Metadata Field
  58. Allowed Tools Field
  59. Vendor Extension Fields
  60. Frontmatter Contract
  61. Skill Directory Structure
  62. References Directory
  63. Scripts Directory
  64. Assets Directory
  65. Progressive Disclosure
  66. Metadata Loading Budget
  67. Body Loading Budget
  68. Reference Loading Budget
  69. Skill Trigger Matching
  70. Trigger Keyword Table
  71. False Trigger Misfire
  72. Meta-Skill
  73. Skill Routing Table
  74. On-Demand Guide Loading
  75. Thirty Skill Loading Limit
  76. Skill Consolidation
  77. Archived Skill
  78. Skill Alias Map
  79. Model Selection Per Skill
  80. Opus Versus Sonnet Routing
  81. Skill Versioning
  82. Skill Workflow Instructions
  83. Skill Execution Context
  84. Skill Composition
  85. Skill Naming Conventions
  86. Supporting Assets in Skills
  87. Reference Docs in Skills
  88. Template Files in Skills
  89. Skill Library
  90. Skill Library Maintenance
  91. Skills Versus Prompts
  92. Skill Discoverability
  93. Skill Creator Skill
  94. Writing a Skill Description
  95. Description Trigger Testing
  96. Skill Evaluation Harness
  97. Skill Benchmarking
  98. Skill Variance Analysis
  99. Skill Testing and Debugging
  100. Skill Failure Modes
  101. Error Analysis in Skills
  102. Improving Skill Quality
  103. Skill Packaging
  104. Skill Distribution Methods
  105. Symbolic Link Installation
  106. Global Skill Installation
  107. Project-Specific Skills
  108. bk-install-skills Script
  109. Stale Symlink Cleanup
  110. Listing Available Skills
  111. Invoking a Skill
  112. Slash Command Invocation
  113. Claude Command
  114. Command Definition File
  115. Skills Versus Commands
  116. Runbook Command
  117. ibook Runbook
  118. Read-Only State Detection
  119. Skill Portability
  120. AGENTS.md Convention
  121. OpenAI Codex
  122. Google Antigravity
  123. Cursor IDE
  124. GitHub Copilot
  125. Cross-Platform Skill Testing
  126. Graceful Capability Degradation
  127. Image Understanding Dependency
  128. Permission Management
  129. Script Execution Permissions
  130. Security in Skill Execution
  131. File Access Permissions
  132. Token Budget
  133. Token Cost Model
  134. Input Versus Output Tokens
  135. Token Frugality Principle
  136. Claude Pro Plan Limits
  137. Claude Max Plan Limits
  138. Four-Hour Usage Window
  139. Five-Hour Usage Window
  140. Tokens Per Minute Limit
  141. Rate Limit Handling
  142. Context Window Management
  143. Context Compaction
  144. Sub-Agent Startup Overhead
  145. Serial Agent Execution
  146. Parallel Agent Execution
  147. Serial Versus Parallel Tradeoff
  148. Marginal Token Cost
  149. Glossary Token Benchmark
  150. Token Cost Per Term
  151. File Layout as Token Strategy
  152. Separate References Files
  153. Separate Quiz Files
  154. Batch Script Substitution
  155. Deterministic Work Offloading
  156. Quality Gate Short-Circuit
  157. Cached Quality Score
  158. Selective File Reading
  159. Grep Before Read
  160. Token Cost Estimation
  161. Skill Usage Hook
  162. Stop Hook
  163. JSONL Usage Log
  164. Skill Usage Analytics
  165. Elapsed Time Measurement
  166. Token Usage Dashboard
  167. Cost Per Book Estimate
  168. Budget-Constrained Authoring
  169. Token Waste Antipatterns
  170. Optimizing Claude Usage
  171. Token Management Strategies
  172. Chapter Token Budgeting
  173. Python Standard Library
  174. pip Package Management
  175. Virtual Environment
  176. Shebang Line
  177. Command-Line Arguments
  178. Python Scripts in Skills
  179. Model Versus Script Division
  180. Deterministic Computation
  181. Idempotent Script Design
  182. Script Exit Codes
  183. Dry Run Mode
  184. Verbose Output Mode
  185. JSON Serialization
  186. CSV Parsing in Python
  187. Markdown Parsing in Python
  188. Regular Expressions
  189. File Globbing
  190. Path Handling
  191. Shell Script Wrapper
  192. bk Command Family
  193. Course Description
  194. Course Title
  195. Target Audience Definition
  196. Reading Level Specification
  197. Course Prerequisites
  198. Main Topics Covered
  199. Topics Excluded From Scope
  200. Descriptive Context
  201. Learning Outcomes
  202. Bloom's Taxonomy
  203. Bloom's 1956 Original
  204. Bloom's 2001 Revision
  205. Remember Level
  206. Understand Level
  207. Apply Level
  208. Analyze Level
  209. Evaluate Level
  210. Create Level
  211. Action Verbs for Outcomes
  212. Cognitive Level Distribution
  213. Capstone Project
  214. Course Description Rubric
  215. Course Description Score
  216. Course Description Analyzer
  217. Instructional Scaffolding
  218. Define Before Display Rule
  219. Worked Examples
  220. Practice Exercises
  221. Reading Level Consistency
  222. Flesch-Kincaid Grade Level
  223. Pedagogical Mascot
  224. Mascot Voice and Placement
  225. Mascot Admonition Types
  226. Mascot Self-Introduction
  227. Learning Pathway
  228. Assessing Student Understanding
  229. Learning Graph
  230. Concept
  231. Concept Label
  232. Title Case Convention
  233. Label Length Limit
  234. Atomic Concept
  235. Concept Granularity
  236. Concept Enumeration
  237. Concept List File
  238. ConceptID Field
  239. Learning Dependency
  240. Dependency Edge
  241. Prerequisite Relationship
  242. Pipe-Delimited Dependencies
  243. Learning Graph CSV Format
  244. Directed Acyclic Graph
  245. Cycle Detection
  246. Self-Dependency Check
  247. Foundational Concept
  248. Terminal Node
  249. Orphaned Node
  250. Disconnected Subgraph
  251. Linear Chain Detection
  252. Indegree Analysis
  253. Outdegree Analysis
  254. Dependency Chain Length
  255. Average Dependencies
  256. Learning Graph Quality Score
  257. Quality Metrics Report
  258. Graph Remediation
  259. Concept Taxonomy
  260. TaxonomyID
  261. Taxonomy Category Naming
  262. Taxonomy Distribution
  263. Category Over-Representation
  264. taxonomy-names.json File
  265. color-config.json File
  266. Learning Graph JSON Schema
  267. Metadata Section
  268. Groups Section
  269. Nodes Section
  270. Edges Section
  271. vis-network JSON Format
  272. Dublin Core Metadata
  273. Learning Graph Viewer
  274. Graph Legend and Colors
  275. Concept Search in Viewer
  276. Learning Graph Generator
  277. Graph Review Workflow
  278. Concept List Review
  279. Learning Graph as Roadmap
  280. Multiple Learning Pathways
  281. analyze-graph.py Script
  282. csv-to-json.py Script
  283. add-taxonomy.py Script
  284. validate-learning-graph.py
  285. taxonomy-distribution.py
  286. check-loops.py Script
  287. JSON Schema Validation
  288. Book Chapter Generator
  289. Chapter Structure Design
  290. Chapter Concept Assignment
  291. Concept Coverage Exactly Once
  292. Dependency-Ordered Chapters
  293. Chapter Index File
  294. Chapter Summary
  295. Chapter Concept List
  296. Chapter Content Generator
  297. Section Organization
  298. Prerequisite Ordering in Text
  299. Admonition Blocks
  300. Note and Tip Admonitions
  301. Question Admonition
  302. Details Disclosure Block
  303. Math Equation Support
  304. MathJax Configuration
  305. LaTeX Equation Syntax
  306. Equation Numbering
  307. Content Element Types
  308. Diagram Specification Block
  309. Drawing Specification Block
  310. Chapter Review Workflow
  311. Document Status Indicator
  312. Content Generation Guide
  313. Instructor Guide
  314. Lesson Plan
  315. Supplementary Content
  316. Chapter Image Placement
  317. Chapter Reading Level Audit
  318. Content Quality Standards
  319. Encouraging Tone
  320. Chapter Navigation Entry
  321. Chapter Metrics
  322. Glossary
  323. Glossary Generator
  324. ISO 11179 Standards
  325. Precise Definition
  326. Concise Definition
  327. Distinct Definition
  328. Non-Circular Definition
  329. Definitions Without Rules
  330. Term Extraction
  331. Glossary Term Ordering
  332. Glossary Anchor Links
  333. Glossary Quality Report
  334. FAQ
  335. FAQ Generator
  336. FAQ Categorization
  337. FAQ Coverage Gaps
  338. Chatbot Training JSON
  339. Retrieval Augmented Generation
  340. Quiz
  341. Quiz Generator
  342. Multiple-Choice Question
  343. Distractor Design
  344. Distractor Plausibility
  345. Answer Distribution Balance
  346. Quiz Bloom Distribution
  347. Quiz Explanation Text
  348. Quiz Bank JSON
  349. Quiz Analytics
  350. Reference Generator
  351. Curated Reference List
  352. Crediting Pedagogical Authors
  353. URL Verification
  354. Wikipedia as a Source
  355. Reference File Separation
  356. MicroSim
  357. MicroSim Directory Structure
  358. main.html File
  359. style.css File
  360. script.js File
  361. data.json File
  362. MicroSim metadata.json
  363. MicroSim index.md File
  364. File Separation Principle
  365. Inline Code Antipattern
  366. MicroSim Metadata Schema
  367. Search Metadata Section
  368. Educational Metadata Section
  369. Technical Metadata Section
  370. MicroSim Generator
  371. Visualization Library Routing
  372. Ambiguous Term Clarification
  373. p5.js Library
  374. p5.js Setup Function
  375. p5.js Draw Loop
  376. Canvas Container Sizing
  377. p5.js Built-In Controls
  378. Slider Control
  379. Button Control
  380. Checkbox Control
  381. Dropdown Select Control
  382. Text Input Control
  383. Seeded Randomness
  384. Chart.js Library
  385. Plotly Library
  386. vis-network Library
  387. vis-timeline Library
  388. Leaflet Map Library
  389. Mermaid Diagram Syntax
  390. Venn Diagram Generator
  391. Bubble Chart Matrix
  392. Comparison Table Sim
  393. Clickable Matrix Table
  394. Causal Loop Diagram
  395. Reinforcing Loop
  396. Balancing Loop
  397. Systems Archetype
  398. Concept Classifier Sim
  399. Celebration Animation
  400. Docker Python Lab
  401. Runnable Code Block
  402. Bloom Level to Interaction
  403. Iframe Embedding
  404. CANVAS_HEIGHT Directive
  405. Iframe Height Synchronization
  406. Responsive Sim Layout
  407. Fullscreen Sim Button
  408. Accessible Color Schemes
  409. Font Size for Readability
  410. MicroSim Screen Capture
  411. Batch Screenshot Capture
  412. MicroSim Index Catalog
  413. MicroSim Quality Score
  414. MicroSim Standardization
  415. Visual Layout Review
  416. Iframe Control Visibility
  417. Diagram Coverage Report
  418. Sim Lifecycle Status
  419. Sim Scaffolding Workflow
  420. Batch Sim Generation
  421. Sequential Sim Execution
  422. extract-sim-specs.py Script
  423. generate-sim-scaffold.py
  424. add-iframes-to-chapter.py
  425. sync-iframe-heights.py
  426. validate-sims.py Script
  427. calculate-quality-score.py
  428. generate-sims-index.py
  429. update-mkdocs-nav.py Script
  430. diagram-report.py Script
  431. Batch Utility Token Savings
  432. Text-to-Image Model
  433. Text Rendering in Images
  434. Image Prompt Engineering
  435. One-Shot Generation Risk
  436. Fact Fabrication Rate
  437. Baked-In Text Problem
  438. Separating Facts From Pixels
  439. Verified Infographic Pipeline
  440. Claim Planning Phase
  441. Source Discovery Phase
  442. Passage-Level Verification
  443. Claim Verification Report
  444. Layout Specification Lock
  445. Verbatim Text Prompt
  446. Substitution Prohibition
  447. Asymmetric Content Handling
  448. Rendered Image Audit
  449. Source Sidecar File
  450. Audit Trail Preservation
  451. Interactive Infographic Overlay
  452. Annotation-Free Illustration
  453. Callout Overlay Engine
  454. Grid Overlay Engine
  455. Callout Marker Coordinates
  456. Leader Line Rendering
  457. Overlay Explore Mode
  458. Overlay Quiz Mode
  459. Editable Marker Positions
  460. Freely-Licensed Images
  461. Wikimedia Commons Sourcing
  462. Government Archive Images
  463. Image Attribution
  464. Cover Image Generation
  465. Site Logo and Favicon
  466. Social Media Preview Card
  467. Open Graph Meta Tags
  468. Image Compression
  469. MARP Slide Deck
  470. Slide Deck Publishing
  471. PowerPoint Lecture Deck
  472. Speaker Notes
  473. Illustrated Story Format
  474. Graphic Novel Format
  475. Text-to-Speech Narration
  476. ElevenLabs Voice Settings
  477. Audio Streaming Playback
  478. Pronounce Button
  479. generate-favicon.py Script
  480. trim-padding-from-image.py
  481. compress-images.py Script
  482. crop-screenshot.py Script
  483. generate-images.py Script
  484. Domain-Specific Skill
  485. Core Versus Domain Skills
  486. Domain Vocabulary Gap
  487. Project-Local Skill Directory
  488. Domain Skill Standards
  489. Circuit Schematic Generation
  490. Schemdraw Library
  491. Prose to Circuit Translation
  492. Schematic Verification
  493. Solderless Breadboard
  494. Breadboard Tie Points
  495. Component Placement
  496. Jumper Wire Routing
  497. Animated Current Flow
  498. Digital Circuit Simulation
  499. Voltage and Current Scope
  500. Hands-On Lab Design
  501. Lab Rubric Scoring
  502. Parts Kit Buildability
  503. Frontmatter Quality Score
  504. Automated Work Item Filing
  505. TODO Backlog Generation
  506. Domain Skill Case Study
  507. MkDocs Plugins
  508. Search Configuration
  509. Code Syntax Highlighting
  510. Image Zoom Lightbox
  511. Comment System
  512. Page Feedback Widget
  513. Custom 404 Page
  514. About Page
  515. Home Page Template
  516. Site Build Command
  517. Local Development Server
  518. Strict Build Mode
  519. Book Installer Skill
  520. Textbook Scaffold
  521. Feature Installation Routing
  522. Feature Auto-Detection
  523. Feature Checklist
  524. Git Add Command
  525. Git Commit
  526. Git Push
  527. Git Status
  528. Git Branching
  529. Never Use Master Branch
  530. GitHub Pages Deployment
  531. gh-deploy Command
  532. Deployment Verification
  533. Google Analytics GA4
  534. Measurement ID
  535. GitHub Projects Kanban
  536. Auto-Commit Hook
  537. CLAUDE.md Project Memory
  538. Project Instruction Files
  539. detect_features.py Script
  540. analyze-reading-levels.py
  541. Book Metrics
  542. book-metrics.json Hub
  543. Canonical Metrics Principle
  544. Word Count Metric
  545. Equivalent Page Count
  546. Equation Count
  547. Chapter Metrics Report
  548. Site Metrics Collection
  549. book-metrics.py Script
  550. collect-site-metrics.py
  551. Book Status Report
  552. Book Publisher Skill
  553. README Generation
  554. Repository Badges
  555. Getting Started Section
  556. LinkedIn Announcement Post
  557. LinkedIn Carousel Document
  558. Carousel Slide Patterns
  559. Press Release
  560. AP Style Writing
  561. Announcement Preview Image
  562. Book Completion Workflow
  563. Book Launch Checklist
  564. Session Logging
  565. Session Log Format
  566. Design Decision Record
  567. analyze-skills.py Script
  568. Skill Usage Report
  569. Continuous Book Improvement
  570. Capstone Textbook Project