{
  "id": "skill-area:multi-modal-AI",
  "_kind": "SkillArea",
  "_file": "domain/skill-areas/skill-areas-expanded.yaml",
  "_cluster": "domain",
  "attributes": {
    "displayName": "Multi-Modal AI",
    "description": "Building systems that process multiple modalities — vision-language\nmodels, audio-text, image generation, cross-modal retrieval,\nand multi-modal fusion architectures.\n",
    "expertiseLevels": [
      "intermediate",
      "expert"
    ]
  },
  "outgoingEdges": [
    {
      "from": "skill-area:multi-modal-AI",
      "to": "domain:ml-ai",
      "kind": "applies_to",
      "attributes": {
        "confidence": "primary"
      }
    },
    {
      "from": "skill-area:multi-modal-AI",
      "to": "skill-area:computer-vision",
      "kind": "prerequisite_for_learning",
      "attributes": {
        "strength": "helpful"
      }
    },
    {
      "from": "skill-area:multi-modal-AI",
      "to": "skill-area:natural-language-processing",
      "kind": "prerequisite_for_learning",
      "attributes": {
        "strength": "helpful"
      }
    }
  ],
  "incomingEdges": []
}