iiRecord
Agentic AI Atlas · specialization:ad-serving
specialization:ad-servinga5c.ai
II.
Specialization JSON

specialization:ad-serving

Structured · live

specialization:ad-serving json

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

File · domain/specializations/spec-tool-bridges.yamlCluster · domain
Record JSON
{
  "id": "specialization:ad-serving",
  "_kind": "Specialization",
  "_file": "domain/specializations/spec-tool-bridges.yaml",
  "_cluster": "domain",
  "attributes": {},
  "outgoingEdges": [
    {
      "from": "specialization:ad-serving",
      "to": "tool:segment",
      "kind": "uses_tool"
    },
    {
      "from": "specialization:ad-serving",
      "to": "tool:google-analytics",
      "kind": "uses_tool"
    },
    {
      "from": "specialization:ad-serving",
      "to": "domain:advertising-tech",
      "kind": "specializes"
    },
    {
      "from": "specialization:ad-serving",
      "to": "skill-area:real-time-analytics",
      "kind": "contains"
    },
    {
      "from": "specialization:ad-serving",
      "to": "skill-area:stream-processing-design",
      "kind": "contains"
    },
    {
      "from": "specialization:ad-serving",
      "to": "skill-area:API-rate-limiting-design",
      "kind": "contains"
    },
    {
      "from": "specialization:ad-serving",
      "to": "skill-area:user-segmentation",
      "kind": "contains"
    },
    {
      "from": "specialization:ad-serving",
      "to": "skill-area:attribution-modeling",
      "kind": "contains"
    }
  ],
  "incomingEdges": []
}