{
  "id": "lib-process:ai-agents-conversational--llm-fine-tuning-conversational",
  "_kind": "LibraryProcess",
  "_file": "generated-library/processes.yaml",
  "_cluster": "generated-library",
  "attributes": {
    "displayName": "llm-fine-tuning-conversational",
    "description": "LLM Fine-Tuning for Conversational AI - Process for fine-tuning language models for\nconversational applications including data preparation, training pipelines, and model evaluation.",
    "libraryPath": "library/specializations/ai-agents-conversational/llm-fine-tuning-conversational.js",
    "specialization": "ai-agents-conversational",
    "references": [
      "- OpenAI Fine-Tuning: https://platform.openai.com/docs/guides/fine-tuning\n- LoRA: https://huggingface.co/docs/peft/main/en/conceptual_guides/lora\n- Axolotl: https://github.com/OpenAccess-AI-Collective/axolotl\n- Unsloth: https://github.com/unslothai/unsloth"
    ],
    "example": "const result = await orchestrate('specializations/ai-agents-conversational/llm-fine-tuning-conversational', {\n  modelName: 'customer-support-llm',\n  baseModel: 'llama-3-8b',\n  trainingData: { conversationsPath: './data/conversations' }\n});",
    "usesAgents": [
      "fine-tuning-specialist",
      "data-validator",
      "training-configurator",
      "model-trainer",
      "model-evaluator",
      "model-exporter"
    ]
  },
  "outgoingEdges": [
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      "from": "lib-process:ai-agents-conversational--llm-fine-tuning-conversational",
      "to": "domain:software-engineering",
      "kind": "lib_applies_to_domain",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:ai-agents-conversational--llm-fine-tuning-conversational",
      "to": "workflow:agent-evaluation-cycle",
      "kind": "lib_implements_workflow",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:ai-agents-conversational--llm-fine-tuning-conversational",
      "to": "specialization:ai-agents-conversational",
      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 0.9
      }
    },
    {
      "from": "lib-process:ai-agents-conversational--llm-fine-tuning-conversational",
      "to": "lib-agent:ai-agents-conversational--fine-tuning-specialist",
      "kind": "uses_agent",
      "attributes": {
        "weight": 0.8
      }
    },
    {
      "from": "lib-process:ai-agents-conversational--llm-fine-tuning-conversational",
      "to": "lib-agent:data-science-ml--model-trainer",
      "kind": "uses_agent",
      "attributes": {
        "weight": 0.8
      }
    },
    {
      "from": "lib-process:ai-agents-conversational--llm-fine-tuning-conversational",
      "to": "lib-agent:data-science-ml--model-evaluator",
      "kind": "uses_agent",
      "attributes": {
        "weight": 0.8
      }
    }
  ],
  "incomingEdges": []
}