{
  "nodes": [
    {
      "parameters": {
        "formTitle": "Upload your data to test RAG",
        "formFields": {
          "values": [
            {
              "fieldLabel": "Upload your file(s)",
              "fieldType": "file",
              "acceptFileTypes": ".pdf, .csv",
              "requiredField": true
            }
          ]
        },
        "options": {}
      },
      "type": "n8n-nodes-base.formTrigger",
      "typeVersion": 2.2,
      "position": [
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        1520
      ],
      "id": "39ac0897-e878-4e87-a433-a89ef5e8c20c",
      "name": "Upload your file here"
    },
    {
      "parameters": {
        "mode": "insert",
        "tableName": {
          "__rl": true,
          "value": "documentos_negocio",
          "mode": "list",
          "cachedResultName": "documentos_negocio"
        },
        "options": {}
      },
      "type": "@n8n/n8n-nodes-langchain.vectorStoreSupabase",
      "typeVersion": 1.3,
      "position": [
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        1520
      ],
      "id": "8ec98120-fdcc-4a89-ba32-268c257238ca",
      "name": "Supabase Vector Store"
    },
    {
      "parameters": {
        "jsCode": "const raw = $json.output || $json.respuesta || \"\";\n\nlet clean;\ntry {\n  clean = raw\n    // 0. Limpiar pre-escapado que viene del agente\n    .replace(/\\\\\\\\/g, '\\\\')\n    .replace(/\\\\\"/g, '\"')\n    // 1. Viñetas a guiones\n    .replace(/^\\*\\s+/gm, '- ')\n    // 2. **negrita** → *negrita* (antes de escapar)\n    .replace(/\\*\\*(.*?)\\*\\*/g, '*$1*')\n    // 3. Escapar especiales para MarkdownV2 (excepto * que ya está formateado)\n    .replace(/([_[\\]()~`>#+\\-=|{}.!\\\\])/g, '\\\\$1');\n} catch (e) {\n  clean = \"Lo siento, hubo un error procesando la respuesta\\\\.\";\n}\n\nreturn [{ json: { output: clean } }];"
      },
      "type": "n8n-nodes-base.code",
      "typeVersion": 2,
      "position": [
        3936,
        1152
      ],
      "id": "9e8cb775-d149-4ddd-8656-f0b0c4c85f6d",
      "name": "formateo"
    },
    {
      "parameters": {
        "rules": {
          "values": [
            {
              "conditions": {
                "options": {
                  "caseSensitive": true,
                  "leftValue": "",
                  "typeValidation": "strict",
                  "version": 2
                },
                "conditions": [
                  {
                    "leftValue": "={{ $json.message.text }}",
                    "rightValue": "",
                    "operator": {
                      "type": "string",
                      "operation": "exists",
                      "singleValue": true
                    },
                    "id": "864a8a1f-8ded-419e-8680-0fc8663930c1"
                  }
                ],
                "combinator": "and"
              },
              "renameOutput": true,
              "outputKey": "texto"
            },
            {
              "conditions": {
                "options": {
                  "caseSensitive": true,
                  "leftValue": "",
                  "typeValidation": "strict",
                  "version": 2
                },
                "conditions": [
                  {
                    "id": "bd30d3c6-9f5e-43a1-b84a-a1ef0903b40d",
                    "leftValue": "={{$json.message.voice.file_id}}",
                    "rightValue": "",
                    "operator": {
                      "type": "string",
                      "operation": "exists",
                      "singleValue": true
                    }
                  }
                ],
                "combinator": "and"
              },
              "renameOutput": true,
              "outputKey": "audio"
            },
            {
              "conditions": {
                "options": {
                  "caseSensitive": true,
                  "leftValue": "",
                  "typeValidation": "strict",
                  "version": 2
                },
                "conditions": [
                  {
                    "id": "994b4cac-7bbd-4652-94d5-88f63f1d4d9a",
                    "leftValue": "={{$json.message.photo[0].file_id}}",
                    "rightValue": "foto",
                    "operator": {
                      "type": "string",
                      "operation": "exists",
                      "singleValue": true
                    }
                  }
                ],
                "combinator": "and"
              },
              "renameOutput": true,
              "outputKey": "foto"
            },
            {
              "conditions": {
                "options": {
                  "caseSensitive": true,
                  "leftValue": "",
                  "typeValidation": "strict",
                  "version": 2
                },
                "conditions": [
                  {
                    "id": "b107b71a-8d71-4f76-9f6f-4c185b3c40ca",
                    "leftValue": "={{$json.message.document.mime_type}}",
                    "rightValue": "",
                    "operator": {
                      "type": "string",
                      "operation": "exists",
                      "singleValue": true
                    }
                  }
                ],
                "combinator": "and"
              },
              "renameOutput": true,
              "outputKey": "documento"
            }
          ]
        },
        "options": {}
      },
      "type": "n8n-nodes-base.switch",
      "typeVersion": 3.2,
      "position": [
        2736,
        1280
      ],
      "id": "2b29a043-5b08-4e86-a5e1-55c056c50ec8",
      "name": "Switch"
    },
    {
      "parameters": {
        "chatId": "={{ $('trigger_aurelio').first().json.message.from.id }}",
        "text": "=Formato no soportado. Intente de nuevo 🐶",
        "additionalFields": {
          "appendAttribution": false
        }
      },
      "type": "n8n-nodes-base.telegram",
      "typeVersion": 1.2,
      "position": [
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        1488
      ],
      "id": "7493e86c-4054-44e1-a999-6f1f4ce6fdd0",
      "name": "mensaje_formato_no_soportado"
    },
    {
      "parameters": {
        "chatId": "={{ $('data').first().json.contact_id }}",
        "text": "={{ $json.output }}",
        "additionalFields": {
          "appendAttribution": false,
          "parse_mode": "MarkdownV2"
        }
      },
      "type": "n8n-nodes-base.telegram",
      "typeVersion": 1.2,
      "position": [
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        1152
      ],
      "id": "6d2fbdd4-187a-49af-87f8-9f31d4aa9d36",
      "name": "respuesta",
      "retryOnFail": false,
      "waitBetweenTries": 5000
    },
    {
      "parameters": {
        "resource": "file",
        "fileId": "={{ $json.message.voice.file_id }}",
        "additionalFields": {}
      },
      "type": "n8n-nodes-base.telegram",
      "typeVersion": 1.2,
      "position": [
        3040,
        1296
      ],
      "id": "3fa25ead-77d4-4248-a82d-51e9db34d7af",
      "name": "get_audio"
    },
    {
      "parameters": {
        "assignments": {
          "assignments": [
            {
              "id": "75da8d7f-60f7-49a6-8cc6-dc935a3d2623",
              "name": "contact_id",
              "value": "={{ $('trigger_aurelio').first().json.message.from.id }}",
              "type": "string"
            },
            {
              "id": "c5b7e5fa-6480-42a2-91cf-32e5c9711672",
              "name": "primer_nombre",
              "value": "={{ $('trigger_aurelio').first().json.message.from.first_name }}",
              "type": "string"
            },
            {
              "id": "a98db422-e2b1-474e-816a-32bb22b23671",
              "name": "nombre_usuario",
              "value": "={{ $('trigger_aurelio').first().json.message.from.username }}",
              "type": "string"
            },
            {
              "id": "874b422a-c7ed-4fc3-84a6-3b6b20cebaae",
              "name": "mensaje",
              "value": "={{ $('trigger_aurelio').first().json.message.text?.replace(/'/g, \"''\") || $('audio_texto1').first().json.content.parts[0].text || '' }}",
              "type": "string"
            },
            {
              "id": "f9db8d83-a199-461c-a47e-c86535d7b7c4",
              "name": "fecha_mensaje",
              "value": "={{ new Date().toISOString() }}",
              "type": "string"
            }
          ]
        },
        "options": {}
      },
      "type": "n8n-nodes-base.set",
      "typeVersion": 3.4,
      "position": [
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        1152
      ],
      "id": "abd2cebf-bbb9-4ac4-bc9f-a6ee7641edea",
      "name": "data"
    },
    {
      "parameters": {
        "options": {}
      },
      "type": "@n8n/n8n-nodes-langchain.embeddingsOpenAi",
      "typeVersion": 1.2,
      "position": [
        3840,
        1872
      ],
      "id": "1612b2dd-8b0a-47cc-97df-e88e0f5a104f",
      "name": "Embeddings OpenAI"
    },
    {
      "parameters": {
        "updates": [
          "message"
        ],
        "additionalFields": {}
      },
      "type": "n8n-nodes-base.telegramTrigger",
      "typeVersion": 1.3,
      "position": [
        2544,
        1312
      ],
      "id": "02a1d80a-9a83-4c15-ae13-d925d678514e",
      "name": "trigger_aurelio"
    },
    {
      "parameters": {
        "resource": "audio",
        "operation": "transcribe",
        "options": {}
      },
      "type": "@n8n/n8n-nodes-langchain.openAi",
      "typeVersion": 2.3,
      "position": [
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        1296
      ],
      "id": "3b50d2a4-4916-44f4-8681-cedd6d338363",
      "name": "audio_texto"
    },
    {
      "parameters": {
        "dataType": "binary",
        "loader": "pdfLoader",
        "options": {}
      },
      "type": "@n8n/n8n-nodes-langchain.documentDefaultDataLoader",
      "typeVersion": 1.1,
      "position": [
        3840,
        1696
      ],
      "id": "b0c40230-193a-41ab-853c-45534a6338d5",
      "name": "Default Data Loader"
    },
    {
      "parameters": {
        "sessionIdType": "customKey",
        "sessionKey": "={{ $('data').first().json.contact_id }}",
        "tableName": "n8n_chat_histories_aurelio"
      },
      "type": "@n8n/n8n-nodes-langchain.memoryPostgresChat",
      "typeVersion": 1.4,
      "position": [
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        1344
      ],
      "id": "f0d68f32-856e-4e8d-9495-3fa38d1e62d2",
      "name": "Postgres Chat Memory"
    },
    {
      "parameters": {
        "model": {
          "__rl": true,
          "value": "gpt-4o-mini",
          "mode": "list",
          "cachedResultName": "gpt-4o-mini"
        },
        "builtInTools": {},
        "options": {}
      },
      "type": "@n8n/n8n-nodes-langchain.lmChatOpenAi",
      "typeVersion": 1.3,
      "position": [
        3568,
        1344
      ],
      "id": "7897b761-7c7d-4dc5-ac23-ec6df89d465e",
      "name": "OpenAI Chat Model"
    },
    {
      "parameters": {
        "mode": "retrieve-as-tool",
        "toolDescription": "Usa esta herramienta para buscar información sobre Aurelio: \nprocesos internos, políticas, manual de la empresa, \nprocedimientos operativos y documentación institucional.",
        "tableName": {
          "__rl": true,
          "value": "rpc/match_documents",
          "mode": "list",
          "cachedResultName": "rpc/match_documents"
        },
        "topK": 10,
        "options": {}
      },
      "type": "@n8n/n8n-nodes-langchain.vectorStoreSupabase",
      "typeVersion": 1.3,
      "position": [
        3984,
        1520
      ],
      "id": "a430db20-9d8f-4910-a25a-2b3b6dce15e0",
      "name": "knowledge_aurelio"
    },
    {
      "parameters": {
        "promptType": "define",
        "text": "=Nombre del Usuario: {{ $('data').first().json.primer_nombre }}\nMensaje del Usuario: {{ $('data').first().json.mensaje }}",
        "options": {
          "systemMessage": "=Eres el asistente interno de Aurelio Agency, una agencia especializada en inteligencia artificial y automatización de procesos.\n\nTu función es responder preguntas de los empleados sobre los procesos internos, servicios, cultura y operaciones de la agencia, basándote EXCLUSIVAMENTE en la información de la base de conocimiento que tenés disponible.\n\nREGLAS:\n- Solo respondés con información que esté en la base de conocimiento. Si no encontrás la respuesta, decís: \"No tengo información sobre eso en la base de conocimiento. Te recomiendo consultarlo con Lucien o Gustavo.\"\n- Respondés siempre en español, de forma clara y concisa.\n- No inventás información, precios, procesos ni nombres que no estén en la base.\n- Si la pregunta es ambigua, pedís clarificación antes de responder.\n- Tu tono es profesional pero cercano, como un compañero de equipo con experiencia.\n\nCONTEXTO:\nEres usado principalmente por empleados nuevos que necesitan orientarse rápidamente sin interrumpir a los fundadores."
        }
      },
      "type": "@n8n/n8n-nodes-langchain.agent",
      "typeVersion": 3.1,
      "position": [
        3632,
        1152
      ],
      "id": "7912da4c-1e94-4a34-a68c-4f0ea726db65",
      "name": "aurelio_wiki"
    }
  ],
  "connections": {
    "Upload your file here": {
      "main": [
        [
          {
            "node": "Supabase Vector Store",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "formateo": {
      "main": [
        [
          {
            "node": "respuesta",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "Switch": {
      "main": [
        [
          {
            "node": "data",
            "type": "main",
            "index": 0
          }
        ],
        [
          {
            "node": "get_audio",
            "type": "main",
            "index": 0
          }
        ],
        [
          {
            "node": "mensaje_formato_no_soportado",
            "type": "main",
            "index": 0
          }
        ],
        [
          {
            "node": "mensaje_formato_no_soportado",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "respuesta": {
      "main": [
        [],
        []
      ]
    },
    "get_audio": {
      "main": [
        [
          {
            "node": "audio_texto",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "data": {
      "main": [
        [
          {
            "node": "aurelio_wiki",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "Embeddings OpenAI": {
      "ai_embedding": [
        [
          {
            "node": "Supabase Vector Store",
            "type": "ai_embedding",
            "index": 0
          },
          {
            "node": "knowledge_aurelio",
            "type": "ai_embedding",
            "index": 0
          }
        ]
      ]
    },
    "trigger_aurelio": {
      "main": [
        [
          {
            "node": "Switch",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "audio_texto": {
      "main": [
        [
          {
            "node": "data",
            "type": "main",
            "index": 0
          }
        ]
      ]
    },
    "Default Data Loader": {
      "ai_document": [
        [
          {
            "node": "Supabase Vector Store",
            "type": "ai_document",
            "index": 0
          }
        ]
      ]
    },
    "Postgres Chat Memory": {
      "ai_memory": [
        [
          {
            "node": "aurelio_wiki",
            "type": "ai_memory",
            "index": 0
          }
        ]
      ]
    },
    "OpenAI Chat Model": {
      "ai_languageModel": [
        [
          {
            "node": "aurelio_wiki",
            "type": "ai_languageModel",
            "index": 0
          }
        ]
      ]
    },
    "knowledge_aurelio": {
      "ai_tool": [
        [
          {
            "node": "aurelio_wiki",
            "type": "ai_tool",
            "index": 0
          }
        ]
      ]
    },
    "aurelio_wiki": {
      "main": [
        [
          {
            "node": "formateo",
            "type": "main",
            "index": 0
          }
        ]
      ]
    }
  }
}