iiRecord
Agentic AI Atlas · feature-engineer
lib-agent:data-science-ml--feature-engineera5c.ai
II.
LibraryAgent JSON

lib-agent:data-science-ml--feature-engineer

Structured · live

feature-engineer json

Inspect the normalized record payload exactly as the atlas UI reads it.

File · generated-library/agents.yamlCluster · generated-library
Record JSON
{
  "id": "lib-agent:data-science-ml--feature-engineer",
  "_kind": "LibraryAgent",
  "_file": "generated-library/agents.yaml",
  "_cluster": "generated-library",
  "attributes": {
    "displayName": "feature-engineer",
    "description": "Agent specialized in feature creation, transformation, and selection strategies.",
    "libraryPath": "library/specializations/data-science-ml/agents/feature-engineer/AGENT.md",
    "specialization": "data-science-ml",
    "role": "Planning Agent",
    "expertise": [
      "Feature derivation from raw data",
      "Encoding strategy selection",
      "Feature scaling decisions",
      "Feature selection methods",
      "Leakage prevention",
      "Training-serving skew avoidance"
    ]
  },
  "outgoingEdges": [
    {
      "from": "lib-agent:data-science-ml--feature-engineer",
      "to": "skill-area:feature-engineering",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:data-science-ml--feature-engineer",
      "to": "skill-area:feature-engineering-pipelines",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-agent:data-science-ml--feature-engineer",
      "to": "domain:data-science",
      "kind": "lib_applies_to_domain",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:data-science-ml--feature-engineer",
      "to": "role:data-scientist",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:data-science-ml--feature-engineer",
      "to": "role:ml-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-agent:data-science-ml--feature-engineer",
      "to": "workflow:ml-model-lifecycle",
      "kind": "lib_implements_workflow",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-agent:data-science-ml--feature-engineer",
      "to": "workflow:experiment-design",
      "kind": "lib_implements_workflow",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-agent:data-science-ml--feature-engineer",
      "to": "specialization:data-science-ml",
      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 1
      }
    }
  ],
  "incomingEdges": [
    {
      "from": "lib-process:materials-science--ml-property-prediction",
      "to": "lib-agent:data-science-ml--feature-engineer",
      "kind": "uses_agent",
      "attributes": {
        "weight": 0.8
      }
    },
    {
      "from": "lib-process:nanotechnology--ml-materials-discovery",
      "to": "lib-agent:data-science-ml--feature-engineer",
      "kind": "uses_agent",
      "attributes": {
        "weight": 0.8
      }
    },
    {
      "from": "lib-process:nanotechnology--structure-property-correlation",
      "to": "lib-agent:data-science-ml--feature-engineer",
      "kind": "uses_agent",
      "attributes": {
        "weight": 0.8
      }
    }
  ]
}