II.
LibraryAgent JSON
Structured · livelib-agent:data-science-ml--experiment-designer
experiment-designer json
Inspect the normalized record payload exactly as the atlas UI reads it.
{
"id": "lib-agent:data-science-ml--experiment-designer",
"_kind": "LibraryAgent",
"_file": "generated-library/agents.yaml",
"_cluster": "generated-library",
"attributes": {
"displayName": "experiment-designer",
"description": "Agent specialized in experiment design, hypothesis formulation, and statistical testing plans.",
"libraryPath": "library/specializations/data-science-ml/agents/experiment-designer/AGENT.md",
"specialization": "data-science-ml",
"role": "Planning Agent",
"expertise": [
"Hypothesis formulation",
"Sample size calculation",
"Test design (A/B, multi-arm bandit)",
"Statistical power analysis",
"Metric selection",
"Bias prevention"
]
},
"outgoingEdges": [
{
"from": "lib-agent:data-science-ml--experiment-designer",
"to": "skill-area:data-science-experimentation",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:data-science-ml--experiment-designer",
"to": "skill-area:statistical-analysis",
"kind": "lib_requires_skill_area",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:data-science-ml--experiment-designer",
"to": "domain:data-science",
"kind": "lib_applies_to_domain",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:data-science-ml--experiment-designer",
"to": "role:data-scientist",
"kind": "lib_involves_role",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:data-science-ml--experiment-designer",
"to": "role:data-analyst",
"kind": "lib_involves_role",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:data-science-ml--experiment-designer",
"to": "workflow:experiment-design",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 1
}
},
{
"from": "lib-agent:data-science-ml--experiment-designer",
"to": "workflow:ml-model-lifecycle",
"kind": "lib_implements_workflow",
"attributes": {
"weight": 0.7
}
},
{
"from": "lib-agent:data-science-ml--experiment-designer",
"to": "specialization:data-science-ml",
"kind": "lib_belongs_to_specialization",
"attributes": {
"weight": 1
}
}
],
"incomingEdges": [
{
"from": "lib-process:shared--hypothesis-driven-development",
"to": "lib-agent:data-science-ml--experiment-designer",
"kind": "uses_agent",
"attributes": {
"weight": 0.8
}
},
{
"from": "lib-process:industrial-engineering--discrete-event-simulation",
"to": "lib-agent:data-science-ml--experiment-designer",
"kind": "uses_agent",
"attributes": {
"weight": 0.8
}
}
]
}