{
  "id": "skill-area:rlhf-systems",
  "_kind": "SkillArea",
  "_file": "domain/skill-areas/curated-ai-ml-ops-skill-areas.yaml",
  "_cluster": "domain",
  "attributes": {
    "displayName": "RLHF",
    "description": "Human-feedback-driven model optimization - preference data collection,\nreward modeling, policy updates, and evaluation against alignment goals.\n",
    "domains": [
      "domain:ml-ops",
      "specialization:ai-agents-conversational"
    ],
    "expertiseLevels": [
      "expert"
    ]
  },
  "outgoingEdges": [
    {
      "from": "skill-area:rlhf-systems",
      "to": "domain:ml-ops",
      "kind": "applies_to",
      "attributes": {
        "confidence": "primary"
      }
    },
    {
      "from": "skill-area:rlhf-systems",
      "to": "specialization:ai-agents-conversational",
      "kind": "applies_to",
      "attributes": {
        "confidence": "secondary"
      }
    }
  ],
  "incomingEdges": [
    {
      "from": "skill-area:ai-agent-development",
      "to": "skill-area:rlhf-systems",
      "kind": "prerequisite_for_learning",
      "attributes": {
        "strength": "recommended"
      }
    },
    {
      "from": "lib-skill:data-science-ml--rlhf-systems",
      "to": "skill-area:rlhf-systems",
      "kind": "lib_requires_skill_area",
      "attributes": {
        "weight": 1
      }
    }
  ]
}