Agentic AI Atlas

II.

Specialization JSON

specialization:llm-fine-tuning

Structured · live

LLM Fine-tuning json

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

File · domain/specializations/llm-fine-tuning.yamlCluster · domain

Record JSON

{
  "id": "specialization:llm-fine-tuning",
  "_kind": "Specialization",
  "_file": "domain/specializations/llm-fine-tuning.yaml",
  "_cluster": "domain",
  "attributes": {
    "displayName": "LLM Fine-tuning",
    "parentDomainId": "domain:ml-ops",
    "description": "Fine-tuning of large language models — supervised fine-tuning,\nLoRA / QLoRA adapters, RLHF / DPO, dataset curation, and eval.\n"
  },
  "outgoingEdges": [
    {
      "from": "specialization:llm-fine-tuning",
      "to": "domain:ml-ops",
      "kind": "specializes"
    },
    {
      "from": "specialization:llm-fine-tuning",
      "to": "library:pytorch",
      "kind": "uses_library"
    },
    {
      "from": "specialization:llm-fine-tuning",
      "to": "library:hf-transformers",
      "kind": "uses_library"
    },
    {
      "from": "specialization:llm-fine-tuning",
      "to": "tool:huggingface",
      "kind": "uses_tool"
    },
    {
      "from": "specialization:llm-fine-tuning",
      "to": "tool:mlflow",
      "kind": "uses_tool"
    }
  ],
  "incomingEdges": [
    {
      "from": "domain:machine-learning",
      "to": "specialization:llm-fine-tuning",
      "kind": "contains"
    },
    {
      "from": "domain:ml-ops",
      "to": "specialization:llm-fine-tuning",
      "kind": "contains"
    },
    {
      "from": "domain:ml-ai",
      "to": "specialization:llm-fine-tuning",
      "kind": "contains",
      "attributes": {}
    },
    {
      "from": "skill-area:ml-fine-tuning",
      "to": "specialization:llm-fine-tuning",
      "kind": "applies_to",
      "attributes": {
        "confidence": "secondary"
      }
    }
  ]
}