{
  "id": "skill-area:llm-summarization-qa",
  "_kind": "SkillArea",
  "_file": "domain/skill-areas/curated-ai-ml-ops-skill-areas.yaml",
  "_cluster": "domain",
  "attributes": {
    "displayName": "LLM-based Summarization and QA",
    "description": "Designing LLM flows for summarization and question answering - context\nframing, grounding, answer quality, and evaluation against source material.\n",
    "domains": [
      "specialization:ai-agents-conversational"
    ],
    "expertiseLevels": [
      "intermediate",
      "expert"
    ]
  },
  "outgoingEdges": [
    {
      "from": "skill-area:llm-summarization-qa",
      "to": "specialization:ai-agents-conversational",
      "kind": "applies_to",
      "attributes": {
        "confidence": "primary"
      }
    },
    {
      "from": "skill-area:llm-summarization-qa",
      "to": "skill-area:prompt-engineering",
      "kind": "requires_skill_area"
    },
    {
      "from": "skill-area:llm-summarization-qa",
      "to": "skill-area:context-management",
      "kind": "requires_skill_area"
    }
  ],
  "incomingEdges": [
    {
      "from": "skill-area:ai-agent-development",
      "to": "skill-area:llm-summarization-qa",
      "kind": "prerequisite_for_learning",
      "attributes": {
        "strength": "recommended"
      }
    },
    {
      "from": "lib-skill:ai-agents-conversational--memory-summarization",
      "to": "skill-area:llm-summarization-qa",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 0.7
      }
    }
  ]
}