II.
SkillArea JSON
Structured · liveskill-area:prompt-engineering
Prompt Engineering json
Inspect the normalized record payload exactly as the atlas UI reads it.
{
"id": "skill-area:prompt-engineering",
"_kind": "SkillArea",
"_file": "domain/skill-areas/skill-areas-ai-ml.yaml",
"_cluster": "domain",
"attributes": {
"displayName": "Prompt Engineering",
"description": "Prompt design for LLMs — system/user roles, few-shot patterns,\nstructured output, and prompt evaluation.\n",
"domains": [
"specialization:ai-agents-conversational"
],
"expertiseLevels": [
"novice",
"intermediate",
"expert"
]
},
"outgoingEdges": [
{
"from": "skill-area:prompt-engineering",
"to": "specialization:ai-agents-conversational",
"kind": "applies_to",
"attributes": {
"confidence": "primary"
}
},
{
"from": "skill-area:prompt-engineering",
"to": "skill-area:autonomous-research-engineering",
"kind": "prerequisite_for_learning",
"attributes": {
"strength": "recommended"
}
},
{
"from": "skill-area:prompt-engineering",
"to": "skill-area:autonomous-coding-engagement",
"kind": "prerequisite_for_learning",
"attributes": {
"strength": "recommended"
}
},
{
"from": "skill-area:prompt-engineering",
"to": "skill-area:deep-web-research",
"kind": "prerequisite_for_learning",
"attributes": {
"strength": "recommended"
}
},
{
"from": "skill-area:prompt-engineering",
"to": "skill-area:multi-app-orchestration",
"kind": "prerequisite_for_learning",
"attributes": {
"strength": "recommended"
}
},
{
"from": "skill-area:prompt-engineering",
"to": "skill-area:closed-book-frontier-reasoning",
"kind": "prerequisite_for_learning",
"attributes": {
"strength": "recommended"
}
},
{
"from": "skill-area:prompt-engineering",
"to": "skill-area:visual-pattern-induction",
"kind": "prerequisite_for_learning",
"attributes": {
"strength": "recommended"
}
}
],
"incomingEdges": [
{
"from": "benchmark:promptbench",
"to": "skill-area:prompt-engineering",
"kind": "covers",
"attributes": {}
},
{
"from": "skill-area:llm-summarization-qa",
"to": "skill-area:prompt-engineering",
"kind": "requires_skill_area"
},
{
"from": "skill-area:prompt-instruction-tuning-agents",
"to": "skill-area:prompt-engineering",
"kind": "requires_skill_area"
},
{
"from": "skill-area:ai-agent-development",
"to": "skill-area:prompt-engineering",
"kind": "prerequisite_for_learning",
"attributes": {
"strength": "recommended"
}
},
{
"from": "stack-profile:agentic-rag",
"to": "skill-area:prompt-engineering",
"kind": "requires_skill_area"
},
{
"from": "stack-profile:ai-code-review-pipeline",
"to": "skill-area:prompt-engineering",
"kind": "requires_skill_area"
},
{
"from": "stack-profile:autonomous-agent-fleet",
"to": "skill-area:prompt-engineering",
"kind": "requires_skill_area"
},
{
"from": "stack-profile:prompt-engineering-workbench",
"to": "skill-area:prompt-engineering",
"kind": "requires_skill_area"
},
{
"from": "stack-profile:ai-safety-guardrails",
"to": "skill-area:prompt-engineering",
"kind": "requires_skill_area"
},
{
"from": "stack-profile:ai-agent-stack",
"to": "skill-area:prompt-engineering",
"kind": "requires_skill_area"
},
{
"from": "lib-agent:shared--code-generator",
"to": "skill-area:prompt-engineering",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:shared--code-reviewer",
"to": "skill-area:prompt-engineering",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:shared--deployment-engineer",
"to": "skill-area:prompt-engineering",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:shared--feature-planner",
"to": "skill-area:prompt-engineering",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:shared--progress-streamer",
"to": "skill-area:prompt-engineering",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
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"to": "skill-area:prompt-engineering",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
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"to": "skill-area:prompt-engineering",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:shared--analyst",
"to": "skill-area:prompt-engineering",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
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"to": "skill-area:prompt-engineering",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:shared--bmad-master",
"to": "skill-area:prompt-engineering",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:shared--developer",
"to": "skill-area:prompt-engineering",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:shared--product-manager",
"to": "skill-area:prompt-engineering",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:shared--qa-engineer",
"to": "skill-area:prompt-engineering",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
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"to": "skill-area:prompt-engineering",
"kind": "lib_requires_skill_area",
"attributes": {
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},
{
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"kind": "lib_requires_skill_area",
"attributes": {
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{
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"to": "skill-area:prompt-engineering",
"kind": "lib_requires_skill_area",
"attributes": {
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},
{
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"kind": "lib_requires_skill_area",
"attributes": {
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}
},
{
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"kind": "lib_requires_skill_area",
"attributes": {
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}
},
{
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"kind": "lib_requires_skill_area",
"attributes": {
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},
{
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"to": "skill-area:prompt-engineering",
"kind": "lib_requires_skill_area",
"attributes": {
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}
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{
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"to": "skill-area:prompt-engineering",
"kind": "lib_requires_skill_area",
"attributes": {
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},
{
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"kind": "lib_requires_skill_area",
"attributes": {
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{
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"kind": "lib_requires_skill_area",
"attributes": {
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{
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"kind": "lib_requires_skill_area",
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"kind": "lib_requires_skill_area",
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{
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"kind": "lib_requires_skill_area",
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{
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{
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"kind": "lib_requires_skill_area",
"attributes": {
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{
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{
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{
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