{
  "id": "lib-process:ai-agents-conversational--prompt-engineering-workflow",
  "_kind": "LibraryProcess",
  "_file": "generated-library/processes.yaml",
  "_cluster": "generated-library",
  "attributes": {
    "displayName": "prompt-engineering-workflow",
    "description": "Prompt Engineering and Optimization Workflow - Systematic process for designing, testing, and optimizing\nprompts including few-shot examples, chain-of-thought, self-consistency, and constitutional AI principles.",
    "libraryPath": "library/specializations/ai-agents-conversational/prompt-engineering-workflow.js",
    "specialization": "ai-agents-conversational",
    "references": [
      "- LangSmith: https://docs.smith.langchain.com/\n- PromptLayer: https://docs.promptlayer.com/\n- Prompt Engineering Guide: https://www.promptingguide.ai/"
    ],
    "example": "const result = await orchestrate('specializations/ai-agents-conversational/prompt-engineering-workflow', {\n  projectName: 'qa-prompts',\n  taskType: 'question-answering',\n  targetModel: 'gpt-4'\n});",
    "usesAgents": [
      "prompt-engineer",
      "prompt-tester",
      "prompt-optimizer",
      "version-control-developer"
    ],
    "usesSkills": [
      "system-prompt-templates",
      "few-shot-examples",
      "chain-of-thought-prompts"
    ]
  },
  "outgoingEdges": [
    {
      "from": "lib-process:ai-agents-conversational--prompt-engineering-workflow",
      "to": "domain:software-engineering",
      "kind": "lib_applies_to_domain",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:ai-agents-conversational--prompt-engineering-workflow",
      "to": "workflow:agent-evaluation-cycle",
      "kind": "lib_implements_workflow",
      "attributes": {
        "weight": 1
      }
    },
    {
      "from": "lib-process:ai-agents-conversational--prompt-engineering-workflow",
      "to": "workflow:prompt-engineering-iteration",
      "kind": "lib_implements_workflow",
      "attributes": {
        "weight": 0.7
      }
    },
    {
      "from": "lib-process:ai-agents-conversational--prompt-engineering-workflow",
      "to": "specialization:ai-agents-conversational",
      "kind": "lib_belongs_to_specialization",
      "attributes": {
        "weight": 0.9
      }
    },
    {
      "from": "lib-process:ai-agents-conversational--prompt-engineering-workflow",
      "to": "lib-agent:ai-agents-conversational--prompt-optimizer",
      "kind": "uses_agent",
      "attributes": {
        "weight": 0.8
      }
    },
    {
      "from": "lib-process:ai-agents-conversational--prompt-engineering-workflow",
      "to": "lib-skill:ai-agents-conversational--chain-of-thought-prompts",
      "kind": "uses_skill",
      "attributes": {
        "weight": 0.8
      }
    }
  ],
  "incomingEdges": []
}