---
type: CKG Bundle
title: Prompt Class
tags: [CS & AI]
timestamp: 2026-06-18T00:00:00Z
ckg:
  id: prompt-class
  nodes: 305
  license: CC BY 4.0
---

# Prompt Class — Compressed Knowledge Graph

```csv
ConceptID,ConceptLabel,TaxonomyID
1,Artificial Intelligence,FOUND
2,Machine Learning,FOUND
3,Natural Language Processing,FOUND
4,Large Language Model,FOUND
5,Neural Network Basics,FOUND
6,Transformer Architecture,FOUND
7,Token,FOUND
8,Tokenization,FOUND
9,Context Window,FOUND
10,Training Data,FOUND
11,Model Parameters,FOUND
12,Inference,FOUND
13,Generative AI,FOUND
14,Foundation Model,FOUND
15,Pre-Training,FOUND
16,Fine-Tuning,FOUND
17,Transfer Learning,FOUND
18,API,FOUND
19,Chatbot Interface,FOUND
20,Human-AI Interaction,FOUND
21,Prompt,PFUND
22,Prompt Engineering,PFUND
23,Input-Output Paradigm,PFUND
24,Prompt Structure,PFUND
25,Instruction Clarity,PFUND
26,Specificity,PFUND
27,Ambiguity Avoidance,PFUND
28,Task Decomposition,PFUND
29,Prompt Length,PFUND
30,Prompt Iteration,PFUND
31,Prompt Testing,PFUND
32,Response Quality,PFUND
33,Response Evaluation,PFUND
34,Relevance,PFUND
35,Accuracy,PFUND
36,Completeness,PFUND
37,Conciseness,PFUND
38,Tone Control,PFUND
39,Audience Adaptation,PFUND
40,Natural Language Command,PFUND
41,Directive Prompts,PTYPE
42,Interrogative Prompts,PTYPE
43,Open-Ended Prompts,PTYPE
44,Closed-Ended Prompts,PTYPE
45,Conversational Prompts,PTYPE
46,Zero-Shot Prompting,PTECH
47,One-Shot Prompting,PTECH
48,Few-Shot Prompting,PTECH
49,Example Selection,PTECH
50,Chain-of-Thought Prompting,PTECH
51,Step-by-Step Reasoning,PTECH
52,Self-Consistency,PTECH
53,Tree of Thoughts,PTECH
54,Prompt Chaining,PTECH
55,Prompt Templates,PTECH
56,Reusable Prompts,PTECH
57,Role Assignment,PTECH
58,Persona Prompting,PTECH
59,System Prompt,PTECH
60,User Prompt,PTECH
61,Assistant Response,PTECH
62,Instruction Following,PTECH
63,Constraint Setting,PTECH
64,Negative Prompting,PTECH
65,Delimiter Usage,PTECH
66,Contextual Priming,PTECH
67,Socratic Prompting,PTECH
68,Analogical Prompting,PTECH
69,Reflective Prompting,PTECH
70,Meta-Prompting,PTECH
71,Prompt Compression,PTECH
72,Prompt Expansion,PTECH
73,Temperature Setting,PARAM
74,Top-P Sampling,PARAM
75,Frequency Penalty,PARAM
76,Presence Penalty,PARAM
77,Max Tokens Setting,PARAM
78,Stop Sequences,PARAM
79,Seed Parameter,PARAM
80,Reproducibility,PARAM
81,Output Format Specification,OUTFMT
82,Markdown Generation,OUTFMT
83,JSON Output,OUTFMT
84,CSV Output,OUTFMT
85,Table Generation,OUTFMT
86,List Generation,OUTFMT
87,Code Generation,OUTFMT
88,Structured Data Output,OUTFMT
89,Schema-Guided Output,OUTFMT
90,XML Output,OUTFMT
91,YAML Output,OUTFMT
92,HTML Generation,OUTFMT
93,Bullet Points,OUTFMT
94,Numbered Lists,OUTFMT
95,Hierarchical Output,OUTFMT
96,Summary Generation,OUTFMT
97,Report Generation,OUTFMT
98,Narrative Output,OUTFMT
99,Technical Writing,OUTFMT
100,Plain Language Output,OUTFMT
101,Context Management,CTXMEM
102,Context Window Limits,CTXMEM
103,Token Counting,CTXMEM
104,Conversation History,CTXMEM
105,Memory in AI Systems,CTXMEM
106,Stateless Interaction,CTXMEM
107,Session Persistence,CTXMEM
108,Long-Form Context,CTXMEM
109,Document Summarization,CTXMEM
110,Information Extraction,CTXMEM
111,Key Point Identification,CTXMEM
112,Relevance Filtering,CTXMEM
113,Context Injection,CTXMEM
114,Background Information,CTXMEM
115,Domain Knowledge Priming,CTXMEM
116,Retrieval-Augmented Gen,RAG
117,Knowledge Base,RAG
118,Vector Database,RAG
119,Embedding,RAG
120,Semantic Search,RAG
121,Document Chunking,RAG
122,Source Citation,RAG
123,Grounding,RAG
124,Hallucination,RAG
125,Factual Accuracy,RAG
126,Knowledge Cutoff,RAG
127,Real-Time Information,RAG
128,External Data Integration,RAG
129,Search-Enhanced Prompting,RAG
130,Evidence-Based Responses,RAG
131,Multimodal AI,MULTI
132,Image Prompting,MULTI
133,Image Description,MULTI
134,Visual Question Answering,MULTI
135,Document Analysis,MULTI
136,PDF Processing,MULTI
137,Code Interpretation,MULTI
138,Chart Reading,MULTI
139,Diagram Understanding,MULTI
140,Screenshot Analysis,MULTI
141,Audio Transcription,MULTI
142,Video Understanding,MULTI
143,Image Generation Prompts,MULTI
144,Alt Text Generation,MULTI
145,Data Visualization Prompt,MULTI
146,AI Agent,AGENT
147,Agent Architecture,AGENT
148,Tool Use,AGENT
149,Function Calling,AGENT
150,Planning,AGENT
151,Goal Decomposition,AGENT
152,Action Selection,AGENT
153,Execution Monitoring,AGENT
154,Feedback Loop,AGENT
155,Self-Correction,AGENT
156,Autonomous Workflow,AGENT
157,Multi-Step Reasoning,AGENT
158,Agent Orchestration,AGENT
159,Skill,AGENT
160,Skill Library,AGENT
161,Agent Memory,AGENT
162,Agent Context,AGENT
163,Human-in-the-Loop,AGENT
164,Approval Workflow,AGENT
165,Sandboxed Execution,AGENT
166,Agent Evaluation,AGENT
167,Reliability,AGENT
168,Error Recovery,AGENT
169,Retry Logic,AGENT
170,Task Automation,AGENT
171,Workflow Design,AGENT
172,Pipeline Construction,AGENT
173,Agent Collaboration,AGENT
174,Multi-Agent Systems,AGENT
175,Agent Safety,AGENT
176,Prompt Injection,SECUR
177,Direct Injection,SECUR
178,Indirect Injection,SECUR
179,Jailbreaking,SECUR
180,Adversarial Prompts,SECUR
181,Input Validation,SECUR
182,Output Filtering,SECUR
183,Content Moderation,SECUR
184,Safety Guidelines,SECUR
185,Guardrails,SECUR
186,Red Teaming,SECUR
187,Prompt Leaking,SECUR
188,Data Exfiltration Risk,SECUR
189,Defense Strategies,SECUR
190,Responsible Disclosure,SECUR
191,AI Ethics,ETHIC
192,Bias in AI,ETHIC
193,Fairness,ETHIC
194,Transparency,ETHIC
195,Explainability,ETHIC
196,Accountability,ETHIC
197,Privacy Considerations,ETHIC
198,Consent and Data Use,ETHIC
199,Intellectual Property,ETHIC
200,Copyright Considerations,ETHIC
201,Attribution,ETHIC
202,Misinformation Risk,ETHIC
203,Deepfake Awareness,ETHIC
204,Environmental Impact,ETHIC
205,Inclusive Language,ETHIC
206,Business Use Cases,BIZAP
207,Customer Service Chatbot,BIZAP
208,Content Marketing,BIZAP
209,Email Drafting,BIZAP
210,Meeting Summarization,BIZAP
211,Report Automation,BIZAP
212,Data Analysis Prompting,BIZAP
213,Market Research,BIZAP
214,Competitive Analysis,BIZAP
215,Product Description,BIZAP
216,Social Media Content,BIZAP
217,SEO Optimization,BIZAP
218,Proposal Writing,BIZAP
219,Contract Review,BIZAP
220,Training Material Design,BIZAP
221,Knowledge Management,BIZAP
222,Process Documentation,BIZAP
223,Decision Support,BIZAP
224,Brainstorming Facilitation,BIZAP
225,Project Planning,BIZAP
226,AI-Assisted Learning,EDUAP
227,Personalized Tutoring,EDUAP
228,Quiz Generation,EDUAP
229,Rubric Creation,EDUAP
230,Lesson Plan Design,EDUAP
231,Differentiated Instruction,EDUAP
232,Formative Assessment,EDUAP
233,Feedback Generation,EDUAP
234,Study Guide Creation,EDUAP
235,Concept Explanation,EDUAP
236,Analogy Generation,EDUAP
237,Bloom Taxonomy Alignment,EDUAP
238,Learning Objective Design,EDUAP
239,Curriculum Development,EDUAP
240,Accessibility in Education,EDUAP
241,Prompt Evaluation,EVAL
242,A/B Testing Prompts,EVAL
243,Evaluation Metrics,EVAL
244,Human Evaluation,EVAL
245,Automated Evaluation,EVAL
246,Benchmark Testing,EVAL
247,Quality Rubric Design,EVAL
248,Cost Optimization,EVAL
249,Latency Optimization,EVAL
250,Token Efficiency,EVAL
251,Batch Processing,EVAL
252,Model Selection,EVAL
253,Model Comparison,EVAL
254,Performance Monitoring,EVAL
255,API Pricing Models,EVAL
256,Rate Limiting,USAGE
257,Usage Quota,USAGE
258,Five-Hour Token Window,USAGE
259,Token Budget,USAGE
260,Token Cost Estimation,USAGE
261,Token Usage Monitoring,USAGE
262,Input Token Count,USAGE
263,Output Token Count,USAGE
264,Prompt Cost Calculation,USAGE
265,Usage Dashboard,USAGE
266,Throttling,USAGE
267,Cooldown Period,USAGE
268,Plan Tiers and Limits,USAGE
269,Overage Handling,USAGE
270,Cost-Effective Prompting,USAGE
271,Capstone Project Design,CAP
272,Customer Support Bot,CAP
273,FAQ Generator System,CAP
274,Content Pipeline,CAP
275,Research Assistant,CAP
276,Code Review Assistant,CAP
277,Technical Doc Generator,CAP
278,Meeting Notes System,CAP
279,Email Triage System,CAP
280,Data Dashboard Narrator,CAP
281,Personalized Tutor App,CAP
282,Quiz and Test Generator,CAP
283,Writing Coach System,CAP
284,Resume Analyzer,CAP
285,Job Description Writer,CAP
286,Interview Prep Coach,CAP
287,Social Media Manager,CAP
288,Brand Voice System,CAP
289,Legal Document Analyzer,CAP
290,Compliance Checker,CAP
291,Product Review Analyzer,CAP
292,Sentiment Analysis System,CAP
293,Translation Assistant,CAP
294,Accessibility Auditor,CAP
295,Onboarding Guide System,CAP
296,Knowledge Base Builder,CAP
297,Prompt Library Manager,CAP
298,AI Workflow Automator,CAP
299,Multi-Agent Task Runner,CAP
300,RAG Pipeline Builder,CAP
301,Evaluation Framework,CAP
302,Red Team Test Suite,CAP
303,AI Ethics Audit Tool,CAP
304,Course Content Generator,CAP
305,Intelligent Textbook,CAP
```

## Edges (prerequisite -> concept)
1 -> 2
1 -> 3
2 -> 3
3 -> 4
5 -> 4
6 -> 4
2 -> 5
5 -> 6
4 -> 7
7 -> 8
7 -> 9
8 -> 9
2 -> 10
5 -> 11
10 -> 11
4 -> 12
11 -> 12
4 -> 13
12 -> 13
4 -> 14
10 -> 14
11 -> 14
10 -> 15
11 -> 15
14 -> 16
15 -> 16
2 -> 17
16 -> 17
12 -> 18
4 -> 19
18 -> 19
19 -> 20
4 -> 21
7 -> 21
21 -> 22
21 -> 23
12 -> 23
21 -> 24
25 -> 24
26 -> 24
21 -> 25
21 -> 26
25 -> 26
25 -> 27
26 -> 27
21 -> 28
24 -> 28
9 -> 29
24 -> 29
21 -> 30
31 -> 30
33 -> 30
21 -> 31
33 -> 31
23 -> 32
33 -> 32
34 -> 32
35 -> 32
23 -> 33
23 -> 34
26 -> 34
23 -> 35
34 -> 35
32 -> 36
35 -> 36
24 -> 37
29 -> 37
24 -> 38
57 -> 38
24 -> 39
38 -> 39
21 -> 40
25 -> 40
21 -> 41
40 -> 41
21 -> 42
40 -> 42
21 -> 43
42 -> 43
21 -> 44
42 -> 44
21 -> 45
43 -> 45
44 -> 45
21 -> 46
24 -> 46
46 -> 47
49 -> 47
47 -> 48
49 -> 48
46 -> 49
46 -> 50
51 -> 50
28 -> 51
46 -> 51
50 -> 52
50 -> 53
52 -> 53
28 -> 54
50 -> 54
24 -> 55
24 -> 56
55 -> 56
24 -> 57
58 -> 57
24 -> 58
24 -> 59
57 -> 59
63 -> 59
21 -> 60
24 -> 60
23 -> 61
60 -> 61
25 -> 62
59 -> 62
24 -> 63
26 -> 63
63 -> 64
27 -> 64
24 -> 65
63 -> 65
24 -> 66
59 -> 66
42 -> 67
50 -> 67
46 -> 68
58 -> 68
50 -> 69
67 -> 69
22 -> 70
54 -> 70
69 -> 70
29 -> 71
37 -> 71
103 -> 71
29 -> 72
71 -> 72
12 -> 73
12 -> 74
73 -> 74
73 -> 75
73 -> 76
75 -> 76
7 -> 77
9 -> 77
73 -> 77
77 -> 78
73 -> 79
80 -> 79
31 -> 80
73 -> 80
24 -> 81
63 -> 81
81 -> 82
81 -> 83
81 -> 84
81 -> 85
82 -> 85
81 -> 86
82 -> 86
81 -> 87
81 -> 88
83 -> 88
81 -> 89
88 -> 89
81 -> 90
88 -> 90
81 -> 91
88 -> 91
81 -> 92
82 -> 92
86 -> 93
86 -> 94
93 -> 94
86 -> 95
94 -> 95
81 -> 96
37 -> 96
110 -> 96
81 -> 97
85 -> 97
96 -> 97
81 -> 98
38 -> 98
81 -> 99
97 -> 99
98 -> 99
81 -> 100
37 -> 100
39 -> 100
9 -> 101
102 -> 101
9 -> 102
103 -> 102
7 -> 103
8 -> 103
9 -> 104
101 -> 104
104 -> 105
104 -> 106
105 -> 106
104 -> 107
105 -> 107
9 -> 108
101 -> 108
102 -> 108
96 -> 109
108 -> 109
21 -> 110
24 -> 110
108 -> 110
110 -> 111
34 -> 112
110 -> 112
59 -> 113
101 -> 113
113 -> 114
66 -> 115
113 -> 115
117 -> 116
119 -> 116
110 -> 117
117 -> 118
119 -> 118
3 -> 119
7 -> 119
118 -> 120
119 -> 120
108 -> 121
118 -> 121
116 -> 122
125 -> 122
116 -> 123
125 -> 123
4 -> 124
35 -> 124
35 -> 125
124 -> 125
4 -> 126
10 -> 126
125 -> 126
116 -> 127
126 -> 127
116 -> 128
118 -> 128
116 -> 129
120 -> 129
116 -> 130
122 -> 130
125 -> 130
4 -> 131
13 -> 131
131 -> 132
131 -> 133
132 -> 133
131 -> 134
133 -> 134
131 -> 135
110 -> 135
135 -> 136
87 -> 137
131 -> 137
131 -> 138
134 -> 138
131 -> 139
134 -> 139
131 -> 140
133 -> 140
131 -> 141
131 -> 142
141 -> 142
131 -> 143
132 -> 143
133 -> 144
143 -> 144
131 -> 145
138 -> 145
85 -> 145
4 -> 146
28 -> 146
146 -> 147
148 -> 147
150 -> 147
18 -> 148
146 -> 148
18 -> 149
148 -> 149
28 -> 150
146 -> 150
28 -> 151
150 -> 151
150 -> 152
151 -> 152
152 -> 153
30 -> 154
153 -> 154
50 -> 155
154 -> 155
146 -> 156
152 -> 156
155 -> 156
50 -> 157
54 -> 157
150 -> 157
146 -> 158
156 -> 158
146 -> 159
148 -> 159
159 -> 160
105 -> 161
146 -> 161
101 -> 162
146 -> 162
161 -> 162
146 -> 163
163 -> 164
146 -> 165
175 -> 165
146 -> 166
241 -> 166
146 -> 167
166 -> 167
155 -> 168
167 -> 168
168 -> 169
146 -> 170
156 -> 170
146 -> 171
156 -> 171
54 -> 172
171 -> 172
146 -> 173
158 -> 174
173 -> 174
146 -> 175
185 -> 175
190 -> 175
59 -> 176
176 -> 177
176 -> 178
176 -> 179
180 -> 179
21 -> 180
176 -> 180
176 -> 181
185 -> 181
176 -> 182
183 -> 182
176 -> 183
184 -> 183
176 -> 184
59 -> 185
184 -> 185
176 -> 186
180 -> 186
59 -> 187
176 -> 187
176 -> 188
187 -> 188
176 -> 189
181 -> 189
185 -> 189
186 -> 190
189 -> 190
1 -> 191
10 -> 192
191 -> 192
191 -> 193
192 -> 193
191 -> 194
194 -> 195
191 -> 196
194 -> 196
191 -> 197
197 -> 198
191 -> 199
199 -> 200
122 -> 201
200 -> 201
124 -> 202
191 -> 202
131 -> 203
202 -> 203
191 -> 204
248 -> 204
39 -> 205
191 -> 205
22 -> 206
19 -> 207
48 -> 207
59 -> 207
81 -> 208
81 -> 209
38 -> 209
98 -> 209
96 -> 210
109 -> 210
97 -> 211
170 -> 211
84 -> 212
110 -> 212
145 -> 212
110 -> 213
212 -> 213
110 -> 214
213 -> 214
81 -> 215
208 -> 215
81 -> 216
98 -> 216
208 -> 216
208 -> 217
216 -> 217
97 -> 218
99 -> 218
110 -> 219
135 -> 219
81 -> 220
230 -> 220
117 -> 221
281 -> 221
97 -> 222
99 -> 222
110 -> 223
212 -> 223
43 -> 224
67 -> 224
150 -> 225
151 -> 225
4 -> 226
48 -> 227
58 -> 227
226 -> 227
44 -> 228
81 -> 228
226 -> 228
81 -> 229
228 -> 229
237 -> 229
226 -> 230
237 -> 230
238 -> 230
227 -> 231
230 -> 231
228 -> 232
233 -> 232
32 -> 233
226 -> 233
86 -> 234
96 -> 234
226 -> 234
68 -> 235
96 -> 235
226 -> 235
68 -> 236
235 -> 236
226 -> 237
237 -> 238
230 -> 239
238 -> 239
205 -> 240
226 -> 240
31 -> 241
32 -> 241
31 -> 242
241 -> 242
32 -> 243
241 -> 243
241 -> 244
243 -> 244
241 -> 245
243 -> 245
241 -> 246
245 -> 246
241 -> 247
243 -> 247
250 -> 248
259 -> 248
248 -> 249
250 -> 249
7 -> 250
29 -> 250
103 -> 250
170 -> 251
250 -> 251
4 -> 252
14 -> 252
241 -> 253
252 -> 253
241 -> 254
245 -> 254
18 -> 255
259 -> 255
264 -> 255
18 -> 256
257 -> 256
18 -> 257
256 -> 258
257 -> 258
259 -> 258
103 -> 259
257 -> 259
103 -> 260
259 -> 260
260 -> 261
7 -> 262
103 -> 262
260 -> 262
7 -> 263
103 -> 263
260 -> 263
260 -> 264
262 -> 264
263 -> 264
264 -> 265
256 -> 266
258 -> 266
256 -> 267
266 -> 267
257 -> 268
255 -> 268
258 -> 269
268 -> 269
37 -> 270
71 -> 270
248 -> 270
264 -> 270
22 -> 271
28 -> 271
207 -> 272
54 -> 272
59 -> 272
148 -> 272
110 -> 273
117 -> 273
228 -> 273
54 -> 274
172 -> 274
208 -> 274
116 -> 275
120 -> 275
129 -> 275
87 -> 276
137 -> 276
148 -> 276
97 -> 277
99 -> 277
172 -> 277
109 -> 278
141 -> 278
210 -> 278
110 -> 279
112 -> 279
209 -> 279
145 -> 280
212 -> 280
97 -> 280
227 -> 281
231 -> 281
161 -> 281
228 -> 282
229 -> 282
232 -> 282
98 -> 283
155 -> 283
233 -> 283
110 -> 284
135 -> 284
81 -> 284
81 -> 285
110 -> 285
215 -> 285
48 -> 286
67 -> 286
227 -> 286
156 -> 287
216 -> 287
217 -> 287
38 -> 288
58 -> 288
59 -> 288
216 -> 288
110 -> 289
135 -> 289
219 -> 289
110 -> 290
185 -> 290
189 -> 290
110 -> 291
192 -> 291
212 -> 291
3 -> 292
110 -> 292
212 -> 292
3 -> 293
131 -> 293
48 -> 293
205 -> 294
240 -> 294
135 -> 294
55 -> 295
220 -> 295
230 -> 295
117 -> 296
118 -> 296
121 -> 296
128 -> 296
55 -> 297
56 -> 297
160 -> 297
156 -> 298
170 -> 298
172 -> 298
158 -> 299
174 -> 299
172 -> 299
116 -> 300
118 -> 300
121 -> 300
172 -> 300
241 -> 301
243 -> 301
247 -> 301
176 -> 302
186 -> 302
189 -> 302
191 -> 303
192 -> 303
193 -> 303
196 -> 303
226 -> 304
230 -> 304
239 -> 304
226 -> 305
239 -> 305
275 -> 305
304 -> 305

*Free CKG · Graphify.md · `pip install ckg-mcp` for all · own the knowledge layer, rent the model*
