{
  "id": "skill-area:agent-debugging-logging",
  "_kind": "SkillArea",
  "_file": "domain/skill-areas/curated-ai-ml-ops-skill-areas.yaml",
  "_cluster": "domain",
  "attributes": {
    "displayName": "Agent Debugging and Logging",
    "description": "Diagnosing agent failures across prompts, tool calls, and context flow -\ntrace inspection, event logging, and error-source isolation.\n",
    "domains": [
      "specialization:ai-agents-conversational",
      "domain:observability"
    ],
    "expertiseLevels": [
      "intermediate",
      "expert"
    ]
  },
  "outgoingEdges": [
    {
      "from": "skill-area:agent-debugging-logging",
      "to": "specialization:ai-agents-conversational",
      "kind": "applies_to",
      "attributes": {
        "confidence": "primary"
      }
    },
    {
      "from": "skill-area:agent-debugging-logging",
      "to": "domain:observability",
      "kind": "applies_to",
      "attributes": {
        "confidence": "secondary"
      }
    },
    {
      "from": "skill-area:agent-debugging-logging",
      "to": "skill-area:observability-pipeline",
      "kind": "requires_skill_area"
    }
  ],
  "incomingEdges": [
    {
      "from": "skill-area:ai-agent-development",
      "to": "skill-area:agent-debugging-logging",
      "kind": "prerequisite_for_learning",
      "attributes": {
        "strength": "recommended"
      }
    },
    {
      "from": "tool:agent-browser",
      "to": "skill-area:agent-debugging-logging",
      "kind": "used_for",
      "attributes": {}
    },
    {
      "from": "lib-agent:ai-agents-conversational--observability-engineer",
      "to": "skill-area:agent-debugging-logging",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:ai-agents-conversational--langfuse-integration",
      "to": "skill-area:agent-debugging-logging",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:ai-agents-conversational--langsmith-tracing",
      "to": "skill-area:agent-debugging-logging",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:ai-agents-conversational--opentelemetry-llm",
      "to": "skill-area:agent-debugging-logging",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:ai-agents-conversational--phoenix-arize-setup",
      "to": "skill-area:agent-debugging-logging",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-skill:cli-mcp-development--mcp-inspector-integration",
      "to": "skill-area:agent-debugging-logging",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-skill:sdk-platform-development--request-debugger",
      "to": "skill-area:agent-debugging-logging",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 1
      }
    }
  ]
}