{
  "id": "lib-process:ai-agents-conversational--intent-classification-system",
  "_kind": "LibraryProcess",
  "_file": "generated-library/processes.yaml",
  "_cluster": "generated-library",
  "attributes": {
    "displayName": "intent-classification-system",
    "description": "Intent Classification System Development - Process for building robust intent classification systems\nincluding training data creation, model selection, few-shot/zero-shot approaches, and confidence threshold tuning.",
    "libraryPath": "library/specializations/ai-agents-conversational/intent-classification-system.js",
    "specialization": "ai-agents-conversational",
    "references": [
      "- Hugging Face Transformers: https://huggingface.co/docs/transformers/\n- SetFit: https://github.com/huggingface/setfit\n- Rasa NLU: https://rasa.com/docs/rasa/nlu-training-data/"
    ],
    "example": "const result = await orchestrate('specializations/ai-agents-conversational/intent-classification-system', {\n  projectName: 'support-intent-classifier',\n  intents: ['billing_inquiry', 'technical_support', 'account_management', 'general_question'],\n  approach: 'fine-tuned',\n  modelType: 'bert'\n});",
    "usesAgents": [
      "nlu-specialist",
      "ml-engineer",
      "ml-trainer",
      "ml-evaluator",
      "api-developer"
    ],
    "usesSkills": [
      "intent-classifier-prompts"
    ]
  },
  "outgoingEdges": [
    {
      "from": "lib-process:ai-agents-conversational--intent-classification-system",
      "to": "domain:software-engineering",
      "kind": "lib_applies_to_domain",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:ai-agents-conversational--intent-classification-system",
      "to": "workflow:agent-evaluation-cycle",
      "kind": "lib_implements_workflow",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:ai-agents-conversational--intent-classification-system",
      "to": "specialization:ai-agents-conversational",
      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 0.9
      }
    },
    {
      "from": "lib-process:ai-agents-conversational--intent-classification-system",
      "to": "lib-agent:shared--api-developer",
      "kind": "uses_agent",
      "attributes": {
        "weight": 0.8
      }
    }
  ],
  "incomingEdges": []
}