II.
SkillArea JSON
Structured · liveskill-area:ai-evaluation
AI Evaluation json
Inspect the normalized record payload exactly as the atlas UI reads it.
{
"id": "skill-area:ai-evaluation",
"_kind": "SkillArea",
"_file": "domain/skill-areas/skill-areas-ecosystem-expansion.yaml",
"_cluster": "domain",
"attributes": {
"displayName": "AI Evaluation",
"description": "Systematic evaluation of AI model outputs — benchmark design, human\npreference collection, automated scoring pipelines, and red-teaming\nfor quality, safety, and alignment assessment.\n",
"domains": [
"domain:ml-ops"
],
"expertiseLevels": [
"intermediate",
"expert"
]
},
"outgoingEdges": [
{
"from": "skill-area:ai-evaluation",
"to": "domain:ml-ops",
"kind": "applies_to",
"attributes": {
"confidence": "primary"
}
}
],
"incomingEdges": [
{
"from": "skill-area:ai-agent-development",
"to": "skill-area:ai-evaluation",
"kind": "prerequisite_for_learning",
"attributes": {
"strength": "recommended"
}
},
{
"from": "stack-profile:prompt-engineering-workbench",
"to": "skill-area:ai-evaluation",
"kind": "requires_skill_area"
},
{
"from": "tool:skillachi",
"to": "skill-area:ai-evaluation",
"kind": "tool_used_by",
"attributes": {}
},
{
"from": "tool:jupyter",
"to": "skill-area:ai-evaluation",
"kind": "used_for"
},
{
"from": "tool:vllm",
"to": "skill-area:ai-evaluation",
"kind": "used_for"
},
{
"from": "tool:tensorrt",
"to": "skill-area:ai-evaluation",
"kind": "used_for"
},
{
"from": "tool:triton-inference",
"to": "skill-area:ai-evaluation",
"kind": "used_for"
},
{
"from": "tool:onnx-runtime",
"to": "skill-area:ai-evaluation",
"kind": "used_for"
},
{
"from": "tool:langsmith",
"to": "skill-area:ai-evaluation",
"kind": "tool_used_by",
"attributes": {}
},
{
"from": "tool:langfuse",
"to": "skill-area:ai-evaluation",
"kind": "tool_used_by",
"attributes": {}
},
{
"from": "tool:ragas",
"to": "skill-area:ai-evaluation",
"kind": "tool_used_by",
"attributes": {}
},
{
"from": "tool:ragas",
"to": "skill-area:ai-evaluation",
"kind": "used_for"
}
]
}