II.
LibrarySkill JSON
Structured · livelib-skill:ai-agents-conversational--setfit-few-shot
setfit-few-shot json
Inspect the normalized record payload exactly as the atlas UI reads it.
{
"id": "lib-skill:ai-agents-conversational--setfit-few-shot",
"_kind": "LibrarySkill",
"_file": "generated-library/skills.yaml",
"_cluster": "generated-library",
"attributes": {
"displayName": "setfit-few-shot",
"description": "SetFit few-shot learning for efficient intent classification with minimal data",
"libraryPath": "library/specializations/ai-agents-conversational/skills/setfit-few-shot/SKILL.md",
"specialization": "ai-agents-conversational",
"contentSummary": "# SetFit Few-Shot Skill\n\n## Capabilities\n\n- Train SetFit models with few examples per class\n- Configure contrastive learning settings\n- Implement efficient classification pipelines\n- Design few-shot training strategies\n- Set up model evaluation\n- Deploy lightweight classifiers\n\n## Target "
},
"outgoingEdges": [
{
"from": "lib-skill:ai-agents-conversational--setfit-few-shot",
"to": "skill-area:ml-fine-tuning",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:ai-agents-conversational--setfit-few-shot",
"to": "skill-area:natural-language-processing",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-skill:ai-agents-conversational--setfit-few-shot",
"to": "domain:software-engineering",
"kind": "lib_applies_to_domain",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:ai-agents-conversational--setfit-few-shot",
"to": "role:ml-engineer",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:ai-agents-conversational--setfit-few-shot",
"to": "role:backend-engineer",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-skill:ai-agents-conversational--setfit-few-shot",
"to": "workflow:ml-model-lifecycle",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-skill:ai-agents-conversational--setfit-few-shot",
"to": "workflow:feature-development",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-skill:ai-agents-conversational--setfit-few-shot",
"to": "specialization:ai-agents-conversational",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
}
],
"incomingEdges": []
}