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Concept List for Agent Orchestration

Foundation Concepts (1-20, 306)

  1. Artificial Intelligence
  2. Machine Learning
  3. Natural Language Processing
  4. Large Language Model
  5. Neural Network Basics
  6. Transformer Architecture
  7. Token
  8. Tokenization
  9. Context Window
  10. Training Data
  11. Model Parameters
  12. Inference
  13. Generative AI
  14. Foundation Model
  15. Pre-Training
  16. Fine-Tuning
  17. Transfer Learning
  18. API
  19. Chatbot Interface
  20. Human-AI Interaction

306. Model Families and Tiers — added 2026-08-25; appended at the end of the ID space rather than inserted at position 12, so that the existing 305 concept IDs and all dependency edges referencing them stay stable.

Prompt Fundamentals (21-45)

  1. Prompt
  2. Prompt Engineering
  3. Input-Output Paradigm
  4. Prompt Structure
  5. Instruction Clarity
  6. Specificity
  7. Ambiguity Avoidance
  8. Task Decomposition
  9. Prompt Length
  10. Prompt Iteration
  11. Prompt Testing
  12. Response Quality
  13. Response Evaluation
  14. Relevance
  15. Accuracy
  16. Completeness
  17. Conciseness
  18. Tone Control
  19. Audience Adaptation
  20. Natural Language Command
  21. Directive Prompts
  22. Interrogative Prompts
  23. Open-Ended Prompts
  24. Closed-Ended Prompts
  25. Conversational Prompts

Prompt Patterns and Techniques (46-80)

  1. Zero-Shot Prompting
  2. One-Shot Prompting
  3. Few-Shot Prompting
  4. Example Selection
  5. Chain-of-Thought Prompting
  6. Step-by-Step Reasoning
  7. Self-Consistency
  8. Tree of Thoughts
  9. Prompt Chaining
  10. Prompt Templates
  11. Reusable Prompts
  12. Role Assignment
  13. Persona Prompting
  14. System Prompt
  15. User Prompt
  16. Assistant Response
  17. Instruction Following
  18. Constraint Setting
  19. Negative Prompting
  20. Delimiter Usage
  21. Contextual Priming
  22. Socratic Prompting
  23. Analogical Prompting
  24. Reflective Prompting
  25. Meta-Prompting
  26. Prompt Compression
  27. Prompt Expansion
  28. Temperature Setting
  29. Top-P Sampling
  30. Frequency Penalty
  31. Presence Penalty
  32. Max Tokens Setting
  33. Stop Sequences
  34. Seed Parameter
  35. Reproducibility

Output Format Control (81-100)

  1. Output Format Specification
  2. Markdown Generation
  3. JSON Output
  4. CSV Output
  5. Table Generation
  6. List Generation
  7. Code Generation
  8. Structured Data Output
  9. Schema-Guided Output
  10. XML Output
  11. YAML Output
  12. HTML Generation
  13. Bullet Points
  14. Numbered Lists
  15. Hierarchical Output
  16. Summary Generation
  17. Report Generation
  18. Narrative Output
  19. Technical Writing
  20. Plain Language Output

Context and Memory (101-115)

  1. Context Management
  2. Context Window Limits
  3. Token Counting
  4. Conversation History
  5. Memory in AI Systems
  6. Stateless Interaction
  7. Session Persistence
  8. Long-Form Context
  9. Document Summarization
  10. Information Extraction
  11. Key Point Identification
  12. Relevance Filtering
  13. Context Injection
  14. Background Information
  15. Domain Knowledge Priming

Retrieval-Augmented Generation (116-130)

  1. Retrieval-Augmented Gen
  2. Knowledge Base
  3. Vector Database
  4. Embedding
  5. Semantic Search
  6. Document Chunking
  7. Source Citation
  8. Grounding
  9. Hallucination
  10. Factual Accuracy
  11. Knowledge Cutoff
  12. Real-Time Information
  13. External Data Integration
  14. Search-Enhanced Prompting
  15. Evidence-Based Responses

Multimodal Prompting (131-145)

  1. Multimodal AI
  2. Image Prompting
  3. Image Description
  4. Visual Question Answering
  5. Document Analysis
  6. PDF Processing
  7. Code Interpretation
  8. Chart Reading
  9. Diagram Understanding
  10. Screenshot Analysis
  11. Audio Transcription
  12. Video Understanding
  13. Image Generation Prompts
  14. Alt Text Generation
  15. Data Visualization Prompt

Agentic AI (146-175)

  1. AI Agent
  2. Agent Architecture
  3. Tool Use
  4. Function Calling
  5. Planning
  6. Goal Decomposition
  7. Action Selection
  8. Execution Monitoring
  9. Feedback Loop
  10. Self-Correction
  11. Autonomous Workflow
  12. Multi-Step Reasoning
  13. Agent Orchestration
  14. Skill
  15. Skill Library
  16. Agent Memory
  17. Agent Context
  18. Human-in-the-Loop
  19. Approval Workflow
  20. Sandboxed Execution
  21. Agent Evaluation
  22. Reliability
  23. Error Recovery
  24. Retry Logic
  25. Task Automation
  26. Workflow Design
  27. Pipeline Construction
  28. Agent Collaboration
  29. Multi-Agent Systems
  30. Agent Safety

Prompt Security (176-190)

  1. Prompt Injection
  2. Direct Injection
  3. Indirect Injection
  4. Jailbreaking
  5. Adversarial Prompts
  6. Input Validation
  7. Output Filtering
  8. Content Moderation
  9. Safety Guidelines
  10. Guardrails
  11. Red Teaming
  12. Prompt Leaking
  13. Data Exfiltration Risk
  14. Defense Strategies
  15. Responsible Disclosure

Ethics and Responsible AI (191-205)

  1. AI Ethics
  2. Bias in AI
  3. Fairness
  4. Transparency
  5. Explainability
  6. Accountability
  7. Privacy Considerations
  8. Consent and Data Use
  9. Intellectual Property
  10. Copyright Considerations
  11. Attribution
  12. Misinformation Risk
  13. Deepfake Awareness
  14. Environmental Impact
  15. Inclusive Language

Business Applications (206-225)

  1. Business Use Cases
  2. Customer Service Chatbot
  3. Content Marketing
  4. Email Drafting
  5. Meeting Summarization
  6. Report Automation
  7. Data Analysis Prompting
  8. Market Research
  9. Competitive Analysis
  10. Product Description
  11. Social Media Content
  12. SEO Optimization
  13. Proposal Writing
  14. Contract Review
  15. Training Material Design
  16. Knowledge Management
  17. Process Documentation
  18. Decision Support
  19. Brainstorming Facilitation
  20. Project Planning

Educational Applications (226-240)

  1. AI-Assisted Learning
  2. Personalized Tutoring
  3. Quiz Generation
  4. Rubric Creation
  5. Lesson Plan Design
  6. Differentiated Instruction
  7. Formative Assessment
  8. Feedback Generation
  9. Study Guide Creation
  10. Concept Explanation
  11. Analogy Generation
  12. Bloom Taxonomy Alignment
  13. Learning Objective Design
  14. Curriculum Development
  15. Accessibility in Education

Evaluation and Optimization (241-255)

  1. Prompt Evaluation
  2. A/B Testing Prompts
  3. Evaluation Metrics
  4. Human Evaluation
  5. Automated Evaluation
  6. Benchmark Testing
  7. Quality Rubric Design
  8. Cost Optimization
  9. Latency Optimization
  10. Token Efficiency
  11. Batch Processing
  12. Model Selection
  13. Model Comparison
  14. Performance Monitoring
  15. API Pricing Models

Usage Limits and Token Economics (256-270)

  1. Rate Limiting
  2. Usage Quota
  3. Five-Hour Token Window
  4. Token Budget
  5. Token Cost Estimation
  6. Token Usage Monitoring
  7. Input Token Count
  8. Output Token Count
  9. Prompt Cost Calculation
  10. Usage Dashboard
  11. Throttling
  12. Cooldown Period
  13. Plan Tiers and Limits
  14. Overage Handling
  15. Cost-Effective Prompting

Capstone Projects (271-305)

  1. Capstone Project Design
  2. Customer Support Bot
  3. FAQ Generator System
  4. Content Pipeline
  5. Research Assistant
  6. Code Review Assistant
  7. Technical Doc Generator
  8. Meeting Notes System
  9. Email Triage System
  10. Data Dashboard Narrator
  11. Personalized Tutor App
  12. Quiz and Test Generator
  13. Writing Coach System
  14. Resume Analyzer
  15. Job Description Writer
  16. Interview Prep Coach
  17. Social Media Manager
  18. Brand Voice System
  19. Legal Document Analyzer
  20. Compliance Checker
  21. Product Review Analyzer
  22. Sentiment Analysis System
  23. Translation Assistant
  24. Accessibility Auditor
  25. Onboarding Guide System
  26. Knowledge Base Builder
  27. Prompt Library Manager
  28. AI Workflow Automator
  29. Multi-Agent Task Runner
  30. RAG Pipeline Builder
  31. Evaluation Framework
  32. Red Team Test Suite
  33. AI Ethics Audit Tool
  34. Course Content Generator
  35. Intelligent Textbook