{
  "id": "lib-process:ai-agents-conversational--cost-optimization-llm",
  "_kind": "LibraryProcess",
  "_file": "generated-library/processes.yaml",
  "_cluster": "generated-library",
  "attributes": {
    "displayName": "cost-optimization-llm",
    "description": "Cost Optimization for LLM Applications - Process for reducing LLM operational costs through\nprompt compression, intelligent caching, model selection strategies, and usage optimization.",
    "libraryPath": "library/specializations/ai-agents-conversational/cost-optimization-llm.js",
    "specialization": "ai-agents-conversational",
    "references": [
      "- LLMLingua: https://github.com/microsoft/LLMLingua\n- GPTCache: https://gptcache.io/\n- Semantic Router: https://github.com/aurelio-labs/semantic-router"
    ],
    "example": "const result = await orchestrate('specializations/ai-agents-conversational/cost-optimization-llm', {\n  systemName: 'production-chatbot',\n  currentCosts: { monthlySpend: 10000, avgTokensPerRequest: 2000 },\n  optimizationGoals: ['reduce-costs-30', 'maintain-quality']\n});",
    "usesAgents": [
      "cost-optimizer",
      "compression-developer",
      "caching-developer",
      "routing-developer",
      "usage-optimizer",
      "savings-analyst"
    ]
  },
  "outgoingEdges": [
    {
      "from": "lib-process:ai-agents-conversational--cost-optimization-llm",
      "to": "domain:software-engineering",
      "kind": "lib_applies_to_domain",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:ai-agents-conversational--cost-optimization-llm",
      "to": "role:devops-engineer",
      "kind": "lib_involves_role",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:ai-agents-conversational--cost-optimization-llm",
      "to": "workflow:financial-planning",
      "kind": "lib_implements_workflow",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:ai-agents-conversational--cost-optimization-llm",
      "to": "specialization:ai-agents-conversational",
      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 0.9
      }
    },
    {
      "from": "lib-process:ai-agents-conversational--cost-optimization-llm",
      "to": "lib-agent:ai-agents-conversational--cost-optimizer",
      "kind": "uses_agent",
      "attributes": {
        "weight": 0.8
      }
    }
  ],
  "incomingEdges": []
}