app:
  description: 사이트 문서(k8s 시리즈 6건)를 지식으로 붙인 RAG 챗봇. 문서에 있는 것만 답하고 출처 청크를 보여 준다
  icon: 📚
  icon_background: '#FEF3C7'
  icon_type: emoji
  mode: advanced-chat
  name: AI Usecases 문서 Q&A
  use_icon_as_answer_icon: false
dependencies:
- current_identifier: null
  type: marketplace
  value:
    marketplace_plugin_unique_identifier: langgenius/openai:1.0.5@51583313a5988d5dca405063831ffeeacdc1f2e95f32a8c10b4c281ceef39ebb
    version: null
kind: app
version: 0.7.0
workflow:
  conversation_variables: []
  environment_variables: []
  features:
    file_upload:
      enabled: false
    opening_statement: 'kind·Helm·Argo CD·CKA/CKAD 사례 문서와 AI Readiness Gap 보고서에 대해 물어보세요. 문서에 없는 건 없다고 답합니다.'
    retriever_resource:
      enabled: true
    sensitive_word_avoidance:
      enabled: false
    speech_to_text:
      enabled: false
    suggested_questions:
    - kind 클러스터에서 Ingress 가 localhost 로 안 붙을 때 원인은?
    - Helm 롤백하면 --set 값은 어떻게 되나?
    - Argo CD selfHeal 을 켜면 kubectl scale 은 어떻게 되나?
    suggested_questions_after_answer:
      enabled: false
    text_to_speech:
      enabled: false
      language: ''
      voice: ''
  graph:
    edges:
    - data: { isInIteration: false, isInLoop: false, sourceType: start, targetType: knowledge-retrieval }
      id: start-kr
      source: start
      sourceHandle: source
      target: kr
      targetHandle: target
      type: custom
      zIndex: 0
    - data: { isInIteration: false, isInLoop: false, sourceType: knowledge-retrieval, targetType: llm }
      id: kr-llm
      source: kr
      sourceHandle: source
      target: llm
      targetHandle: target
      type: custom
      zIndex: 0
    - data: { isInIteration: false, isInLoop: false, sourceType: llm, targetType: answer }
      id: llm-answer
      source: llm
      sourceHandle: source
      target: answer
      targetHandle: target
      type: custom
      zIndex: 0
    nodes:
    - data:
        selected: false
        title: 시작
        type: start
        variables: []
      height: 73
      id: start
      position: { x: 80, y: 282 }
      positionAbsolute: { x: 80, y: 282 }
      sourcePosition: right
      targetPosition: left
      type: custom
      width: 242
      zIndex: 0
    - data:
        dataset_ids:
        - 8ae0ab6d-1ae2-4dec-82d0-2520dd4a3715
        multiple_retrieval_config:
          reranking_enable: false
          reranking_mode: weighted_score
          score_threshold: null
          top_k: 6
          weights:
            keyword_setting: { keyword_weight: 0.3 }
            vector_setting: { embedding_model_name: gemini-embedding-001, embedding_provider_name: langgenius/gemini/google, vector_weight: 0.7 }
        query_variable_selector: [sys, query]
        retrieval_mode: multiple
        selected: false
        title: 지식 검색
        type: knowledge-retrieval
      height: 92
      id: kr
      position: { x: 380, y: 282 }
      positionAbsolute: { x: 380, y: 282 }
      sourcePosition: right
      targetPosition: left
      type: custom
      width: 242
      zIndex: 0
    - data:
        context:
          enabled: true
          variable_selector: [kr, result]
        memory:
          query_prompt_template: '{{#sys.query#}}'
          role_prefix: { assistant: '', user: '' }
          window: { enabled: false, size: 10 }
        model:
          completion_params:
            temperature: 0.2
          mode: chat
          name: gemini-2.5-flash
          provider: langgenius/gemini/google
        prompt_template:
        - id: sys-1
          role: system
          text: '아래 컨텍스트에 있는 내용만 근거로 한국어로 답한다. 컨텍스트에 없으면 "문서에 없는 내용입니다" 라고 답하고 추측하지 않는다. 답은 5줄 이내, 명령어나 수치는 그대로 인용한다.

            컨텍스트:
            {{#context#}}'
        selected: false
        title: 답변 생성
        type: llm
        vision:
          enabled: false
      height: 88
      id: llm
      position: { x: 680, y: 282 }
      positionAbsolute: { x: 680, y: 282 }
      sourcePosition: right
      targetPosition: left
      type: custom
      width: 242
      zIndex: 0
    - data:
        answer: '{{#llm.text#}}'
        selected: false
        title: 답변
        type: answer
        variables: []
      height: 103
      id: answer
      position: { x: 980, y: 282 }
      positionAbsolute: { x: 980, y: 282 }
      sourcePosition: right
      targetPosition: left
      type: custom
      width: 242
      zIndex: 0
    viewport: { x: 0, y: 0, zoom: 1 }