II.
SkillArea JSON
Structured · liveskill-area:natural-language-processing
Natural Language Processing json
Inspect the normalized record payload exactly as the atlas UI reads it.
{
"id": "skill-area:natural-language-processing",
"_kind": "SkillArea",
"_file": "domain/skill-areas/curated-skill-areas.yaml",
"_cluster": "domain",
"attributes": {
"displayName": "Natural Language Processing",
"description": "Working with text understanding and generation pipelines - tokenization,\nsequence modeling, information extraction, and language-centric evals.\n",
"domains": [
"domain:data-science",
"specialization:ai-agents-conversational"
],
"expertiseLevels": [
"intermediate",
"expert"
]
},
"outgoingEdges": [
{
"from": "skill-area:natural-language-processing",
"to": "domain:data-science",
"kind": "applies_to",
"attributes": {
"confidence": "primary"
}
},
{
"from": "skill-area:natural-language-processing",
"to": "specialization:ai-agents-conversational",
"kind": "applies_to",
"attributes": {
"confidence": "secondary"
}
},
{
"from": "skill-area:natural-language-processing",
"to": "skill-area:retrieval-augmented-generation",
"kind": "prerequisite_for_learning",
"attributes": {
"strength": "recommended"
}
}
],
"incomingEdges": [
{
"from": "skill-area:machine-learning",
"to": "skill-area:natural-language-processing",
"kind": "prerequisite_for_learning",
"attributes": {
"strength": "required"
}
},
{
"from": "skill-area:multi-modal-AI",
"to": "skill-area:natural-language-processing",
"kind": "prerequisite_for_learning",
"attributes": {
"strength": "helpful"
}
},
{
"from": "specialization:search-infrastructure",
"to": "skill-area:natural-language-processing",
"kind": "contains"
},
{
"from": "stack-profile:voice-ai-agent",
"to": "skill-area:natural-language-processing",
"kind": "requires_skill_area"
},
{
"from": "stack-profile:document-processing-pipeline",
"to": "skill-area:natural-language-processing",
"kind": "requires_skill_area"
},
{
"from": "stack-profile:legal-document-automation",
"to": "skill-area:natural-language-processing",
"kind": "requires_skill_area"
},
{
"from": "stack-profile:ai-code-review-pipeline",
"to": "skill-area:natural-language-processing",
"kind": "requires_skill_area"
},
{
"from": "stack-profile:rag-stack",
"to": "skill-area:natural-language-processing",
"kind": "requires_skill_area"
},
{
"from": "lib-agent:ai-agents-conversational--chunking-strategy-expert",
"to": "skill-area:natural-language-processing",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:ai-agents-conversational--conversation-repair-expert",
"to": "skill-area:natural-language-processing",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:ai-agents-conversational--dialogue-designer",
"to": "skill-area:natural-language-processing",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:ai-agents-conversational--entity-extraction-specialist",
"to": "skill-area:natural-language-processing",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:ai-agents-conversational--intent-taxonomy-expert",
"to": "skill-area:natural-language-processing",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:ai-agents-conversational--multimodal-agent-expert",
"to": "skill-area:natural-language-processing",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:ai-agents-conversational--persona-designer",
"to": "skill-area:natural-language-processing",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:ai-agents-conversational--synthetic-data-generator",
"to": "skill-area:natural-language-processing",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:ai-agents-conversational--voice-ai-specialist",
"to": "skill-area:natural-language-processing",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:knowledge-management--kg-specialist",
"to": "skill-area:natural-language-processing",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:travel--itinerary-narrator",
"to": "skill-area:natural-language-processing",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.5
}
},
{
"from": "lib-agent:travel--traveler-profiler",
"to": "skill-area:natural-language-processing",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.5
}
},
{
"from": "lib-agent:arts-culture--character-designer-agent",
"to": "skill-area:natural-language-processing",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:arts-culture--screenwriter-agent",
"to": "skill-area:natural-language-processing",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:arts-culture--story-developer-agent",
"to": "skill-area:natural-language-processing",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:arts-culture--lyricist-agent",
"to": "skill-area:natural-language-processing",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:humanities--digital-humanities-technologist",
"to": "skill-area:natural-language-processing",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:humanities--documentary-linguist",
"to": "skill-area:natural-language-processing",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:humanities--literary-critic-theorist",
"to": "skill-area:natural-language-processing",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:philosophy--academic-philosophy-writer-agent",
"to": "skill-area:natural-language-processing",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.5
}
},
{
"from": "lib-agent:philosophy--comparative-religion-scholar-agent",
"to": "skill-area:natural-language-processing",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.5
}
},
{
"from": "lib-agent:philosophy--critical-thinking-educator-agent",
"to": "skill-area:natural-language-processing",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:philosophy--hermeneutics-specialist-agent",
"to": "skill-area:natural-language-processing",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:philosophy--logic-analyst-agent",
"to": "skill-area:natural-language-processing",
"kind": "lib_requires_skill_area",
"attributes": {
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}
},
{
"from": "lib-agent:philosophy--metaphysics-epistemology-agent",
"to": "skill-area:natural-language-processing",
"kind": "lib_requires_skill_area",
"attributes": {
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}
},
{
"from": "lib-agent:philosophy--philosophical-theologian-agent",
"to": "skill-area:natural-language-processing",
"kind": "lib_requires_skill_area",
"attributes": {
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}
},
{
"from": "lib-agent:social-sciences--computational-social-scientist",
"to": "skill-area:natural-language-processing",
"kind": "lib_requires_skill_area",
"attributes": {
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}
},
{
"from": "lib-agent:social-sciences--qualitative-research-specialist",
"to": "skill-area:natural-language-processing",
"kind": "lib_requires_skill_area",
"attributes": {
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}
},
{
"from": "lib-skill:ai-agents-conversational--content-moderation-api",
"to": "skill-area:natural-language-processing",
"kind": "lib_requires_skill_area",
"attributes": {
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}
},
{
"from": "lib-skill:ai-agents-conversational--entity-memory-extraction",
"to": "skill-area:natural-language-processing",
"kind": "lib_requires_skill_area",
"attributes": {
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}
},
{
"from": "lib-skill:ai-agents-conversational--haystack-pipeline",
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"kind": "lib_requires_skill_area",
"attributes": {
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}
},
{
"from": "lib-skill:ai-agents-conversational--huggingface-classifier",
"to": "skill-area:natural-language-processing",
"kind": "lib_requires_skill_area",
"attributes": {
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}
},
{
"from": "lib-skill:ai-agents-conversational--llm-classifier",
"to": "skill-area:natural-language-processing",
"kind": "lib_requires_skill_area",
"attributes": {
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}
},
{
"from": "lib-skill:ai-agents-conversational--pii-redaction",
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"attributes": {
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}
},
{
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"to": "skill-area:natural-language-processing",
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"attributes": {
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}
},
{
"from": "lib-skill:ai-agents-conversational--rasa-nlu-integration",
"to": "skill-area:natural-language-processing",
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"attributes": {
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}
},
{
"from": "lib-skill:ai-agents-conversational--setfit-few-shot",
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"attributes": {
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{
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"attributes": {
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{
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{
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"attributes": {
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{
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{
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"attributes": {
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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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{
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{
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"attributes": {}
}
]
}