ElevenLabs와 InfraNodus 그래프 RAG 지식을 통합한 AI 음성 채팅 어시스턴트
고급
이것은Sales, Support, AI분야의자동화 워크플로우로, 19개의 노드를 포함합니다.주로 Webhook, Agent, HttpRequestTool, RespondToWebhook, LmChatOpenAi 등의 노드를 사용하며인공지능 기술을 결합하여 스마트 자동화를 구현합니다. ElevenLabs와 InfraNodus 지식 전문가 통합된 음성 AI 채팅 로봇 구축
사전 요구사항
- •HTTP Webhook 엔드포인트(n8n이 자동으로 생성)
- •대상 API의 인증 정보가 필요할 수 있음
- •OpenAI API Key
워크플로우 미리보기
노드 연결 관계를 시각적으로 표시하며, 확대/축소 및 이동을 지원합니다
워크플로우 내보내기
다음 JSON 구성을 복사하여 n8n에 가져오면 이 워크플로우를 사용할 수 있습니다
{
"id": "STzi96JfL52BUuQD",
"meta": {
"instanceId": "2a26454b0172ffcb8d70ba77c235b1209f92cd71bf06c79ba609c7173b416d68",
"templateCredsSetupCompleted": true
},
"name": "AI Voice Chat Agent with ElevenLabs and InfraNodus Graph RAG Knowledge",
"tags": [
{
"id": "66wgFoDi9Xjl74M3",
"name": "Support",
"createdAt": "2025-05-21T17:06:32.355Z",
"updatedAt": "2025-05-21T17:06:32.355Z"
},
{
"id": "9QurS5Kb1CkCYrnG",
"name": "Product",
"createdAt": "2025-05-21T17:06:29.704Z",
"updatedAt": "2025-05-21T17:06:29.704Z"
},
{
"id": "IzYV3Gv55x1h73cK",
"name": "Ideation",
"createdAt": "2025-05-20T14:53:20.662Z",
"updatedAt": "2025-05-20T14:53:20.662Z"
},
{
"id": "aECLdyckoPZ29skg",
"name": "Writing",
"createdAt": "2025-05-20T14:53:23.085Z",
"updatedAt": "2025-05-20T14:53:23.085Z"
},
{
"id": "ciIq4giMNXaJiyiQ",
"name": "Thinking Tools",
"createdAt": "2025-05-20T14:53:17.515Z",
"updatedAt": "2025-05-20T14:53:17.515Z"
},
{
"id": "hCzs9EJfBuD0RxuX",
"name": "Other",
"createdAt": "2025-05-21T17:06:34.674Z",
"updatedAt": "2025-05-21T17:06:34.674Z"
},
{
"id": "sJk9cUvmMU8FkJXv",
"name": "AI",
"createdAt": "2025-05-20T13:16:15.636Z",
"updatedAt": "2025-05-20T13:16:15.636Z"
}
],
"nodes": [
{
"id": "b17450bf-5c34-43b9-a7cb-1e8d48a90e5e",
"name": "스티커 노트1",
"type": "n8n-nodes-base.stickyNote",
"position": [
840,
260
],
"parameters": {
"width": 200,
"height": 740,
"content": "\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n## Expert #1\n\nAdd your InfraNodus graph here via the HTTP node using its name in the `body.name` field.\n\nDescribe what the expert does in the Description of the tool. You can use auto-generated Graph RAG summary from InfraNodus > Graph > Project Notes\n\n"
},
"typeVersion": 1
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{
"id": "8d41bb1b-ff2d-43bf-b9aa-be41a824a568",
"name": "스티커 노트2",
"type": "n8n-nodes-base.stickyNote",
"position": [
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],
"parameters": {
"width": 200,
"height": 740,
"content": "\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n## Expert #2\n\nAdd your InfraNodus graph here via the HTTP node using its name in the `body.name` field.\n\nDescribe what the expert does in the Description of the tool. You can use auto-generated Graph RAG summary from InfraNodus > Graph > Project Notes\n\n"
},
"typeVersion": 1
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{
"id": "3092328a-8b99-4086-9be8-20157a48d706",
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"type": "n8n-nodes-base.stickyNote",
"position": [
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"parameters": {
"width": 200,
"height": 640,
"content": "\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n## Expert #3\n\nYou can add more experts here. Just make to give them descriptive names, so the agent knows which one to connect to when it has a question. \n\n\n"
},
"typeVersion": 1
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{
"id": "8165ec0a-ac24-4e3e-8240-162a3ef6e47e",
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"type": "n8n-nodes-base.stickyNote",
"position": [
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],
"parameters": {
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"height": 540,
"content": "\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n## Chat Memory\n\nWe use the Simple Memory node to track the conversation's context so that the user can refer to previous messages as they converse with the model."
},
"typeVersion": 1
},
{
"id": "333d860c-615f-441d-a7ab-53e867cd5503",
"name": "스티커 노트5",
"type": "n8n-nodes-base.stickyNote",
"position": [
420,
-360
],
"parameters": {
"width": 460,
"height": 500,
"content": "## 2. AI Agent Workflow\n\n### Chooses which tool (expert) to use, depending on the user's message. Then receives the responses and synthesizes the final answer.\n\nMake sure you describe the tools available well both in the Agent's System Prompt and in the tools' descriptions. "
},
"typeVersion": 1
},
{
"id": "9f7a3cc4-99c6-4179-b3ce-7bff999cf77b",
"name": "스티커 노트6",
"type": "n8n-nodes-base.stickyNote",
"position": [
0,
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],
"parameters": {
"height": 580,
"content": "\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n## 1. Chat Trigger\n\nThe conversation will be triggered when you send a message via a webhook from your Elevenlabs AI Conversational agent. \n\n### 🚨 SEE THE NOTE AND THE LINK BELOW ON SETTING UP YOUR ELEVENLABS AGENT"
},
"typeVersion": 1
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{
"id": "c3fd90e8-3451-4c17-92c7-ca6c1e3305c6",
"name": "OpenAI 모델",
"type": "@n8n/n8n-nodes-langchain.lmChatOpenAi",
"disabled": true,
"position": [
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],
"parameters": {
"model": "gpt-4o",
"options": {}
},
"credentials": {
"openAiApi": {
"id": "07wFa8Wa4mMRCHAj",
"name": "OpenAi account 2"
}
},
"typeVersion": 1
},
{
"id": "2e049f32-5d79-4a46-8c99-6a5a9c583c4f",
"name": "심플 메모리",
"type": "@n8n/n8n-nodes-langchain.memoryBufferWindow",
"position": [
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"parameters": {
"sessionKey": "={{ $json.body.sessionId }}",
"sessionIdType": "customKey"
},
"typeVersion": 1.3
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{
"id": "68137659-df1d-4a23-83f8-42a03189077b",
"name": "스티커 노트8",
"type": "n8n-nodes-base.stickyNote",
"position": [
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-360
],
"parameters": {
"width": 260,
"height": 500,
"content": "## 3. Respond to the User\n\nOnce the response is generated, send it back to the user's chat in Telegram."
},
"typeVersion": 1
},
{
"id": "e7ffd4c6-d725-4ac0-8aa9-09f52d9a1cb4",
"name": "AI 에이전트",
"type": "@n8n/n8n-nodes-langchain.agent",
"position": [
520,
-20
],
"parameters": {
"text": "={{ $json.body.prompt }}",
"options": {
"systemMessage": "You are well-versed on Dmitry Paranyushkin's books through the tools you have access to. When you receive a user's query, assess which tools you have access to, decide on the tools to access (minimum 1, maximum 3), modify the query to better suit each tool's context, and send the request to the tool. \n\nIMPORTANT: Always access at least one of the tools and use the response to get the best possible answer.\n\nWhen you're generating a response, combine perspectives where they fit and point out discrepancies when they exist."
},
"promptType": "define"
},
"typeVersion": 1.9
},
{
"id": "6b1bff98-cdac-4a80-a5e5-a89def6a767b",
"name": "Waves into Patterns 책 전문가",
"type": "n8n-nodes-base.httpRequestTool",
"position": [
1120,
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],
"parameters": {
"url": "https://infranodus.com/api/v1/graphAndAdvice?doNotSave=true&addStats=true&optimize=develop&includeGraph=false&includeGraphSummary=true&includeStatements=true",
"method": "POST",
"options": {},
"sendBody": true,
"authentication": "genericCredentialType",
"bodyParameters": {
"parameters": [
{
"name": "name",
"value": "waves_into_patterns"
},
{
"name": "prompt",
"value": "={{ /*n8n-auto-generated-fromAI-override*/ $fromAI('parameters1_Value', `User's request adjusted to suit this context`, 'string') }}"
},
{
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"value": "response"
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{
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"value": "true"
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]
},
"genericAuthType": "httpBearerAuth",
"toolDescription": "Make a request to The Waves into Patterns book which is well-versed in the questions of natural cycles, variability, fractal states, dynamics, and nonequilibrium stability. Including the following topics:\n\n<MainTopics>: \n1. System Influence: scale influence multiple \n2. Pattern Dynamics: pattern variability fractal \n3. Change Balance: dynamic wave time \n4. Center Transformation: center cycle dominant \n5. Growth Stages: growth exploration period \n6. Long Strategy: term state long \n7. Seasonal Relations: moon summer natural \n8. Flow Connection: exist breaking exploring \n</MainTopics>"
},
"credentials": {
"httpBearerAuth": {
"id": "kg0rA5r8siL8LbrU",
"name": "InfraNodus Circadian API Key"
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},
"typeVersion": 4.2
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{
"id": "d8df1709-8c55-4336-8dde-5fa8769c3a91",
"name": "Special Agent's Manual 책 전문가",
"type": "n8n-nodes-base.httpRequestTool",
"position": [
900,
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],
"parameters": {
"url": "https://infranodus.com/api/v1/graphAndAdvice?doNotSave=true&addStats=true&optimize=develop&includeGraph=false&includeGraphSummary=true&includeStatements=true",
"method": "POST",
"options": {},
"sendBody": true,
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"bodyParameters": {
"parameters": [
{
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"value": "special_agents_manual"
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{
"name": "prompt",
"value": "={{ /*n8n-auto-generated-fromAI-override*/ $fromAI('parameters1_Value', `User's request adjusted to suit this context`, 'string') }}"
},
{
"name": "requestMode",
"value": "response"
},
{
"name": "aiTopics",
"value": "true"
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]
},
"genericAuthType": "httpBearerAuth",
"toolDescription": "Make a request to The Special Agent's Manual book which is well-versed in the questions of human agency, speciality, infiltration and tension dynamics, strategies, identities, finding the special in you as well as the following topics:\n\n<MainTopics>: \n1. Agent Activation: agent special activation \n2. System Dynamics: system body operating \n3. Order Flow: action time order \n4. Creative Process: create identity entity \n5. Movement Patterns: movement wave breathing \n6. Incoming Impact: incoming impulse impact \n7. Fiction Venture: fiction high risk \n8. Social Framework: preset possibility level \n</MainTopics>"
},
"credentials": {
"httpBearerAuth": {
"id": "kg0rA5r8siL8LbrU",
"name": "InfraNodus Circadian API Key"
}
},
"typeVersion": 4.2
},
{
"id": "85a11f6a-c154-43ea-a294-3fe367d13ad0",
"name": "The Flow and the Notion 책",
"type": "n8n-nodes-base.httpRequestTool",
"position": [
1340,
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],
"parameters": {
"url": "https://infranodus.com/api/v1/graphAndAdvice?doNotSave=true&addStats=true&optimize=develop&includeGraph=false&includeGraphSummary=true&includeStatements=true",
"method": "POST",
"options": {},
"sendBody": true,
"authentication": "genericCredentialType",
"bodyParameters": {
"parameters": [
{
"name": "name",
"value": "the_flow_and_notion"
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{
"name": "prompt",
"value": "={{ /*n8n-auto-generated-fromAI-override*/ $fromAI('parameters1_Value', `User's request adjusted to suit this context`, 'string') }}"
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"value": "response"
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{
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]
},
"genericAuthType": "httpBearerAuth",
"toolDescription": "The Flow and the Notion book which is well-versed in the questions of creating with someone, dreaming, making new shapes, dissipating ideas, art, and life. Including the following topics:\n\n<MainTopics>: \n1. Shape Dynamics: shape outline concentric \n2. Time Alignment: long practice time \n3. Man's Journey: bow man candle \n4. Notion Flow: image flow paranyushkin \n5. Essence Realization: process essence essential \n6. Life Choices: slave thing trace \n7. Wave Patterns: found light movement \n8. Synchrony Mediation: book circadian word \n9. Complete Vision: multiple synchrony mediate \n10. Instruction Guide: full \ninstruction foreword : instruction foreword \n</MainTopics>"
},
"credentials": {
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"id": "kg0rA5r8siL8LbrU",
"name": "InfraNodus Circadian API Key"
}
},
"typeVersion": 4.2
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{
"id": "90c32931-3e1c-4c93-8cbb-7c8e7dfa2269",
"name": "스티커 노트9",
"type": "n8n-nodes-base.stickyNote",
"position": [
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"parameters": {
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"content": "\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n## Expert #4\n\nYou can add more experts here. Just make to give them descriptive names, so the agent knows which one to connect to when it has a question. \n\n"
},
"typeVersion": 1
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{
"id": "d392f193-328d-46b5-bd85-a6db97ca0a58",
"name": "The Polysingularity Letters 책",
"type": "n8n-nodes-base.httpRequestTool",
"position": [
1540,
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"parameters": {
"url": "https://infranodus.com/api/v1/graphAndAdvice?doNotSave=true&addStats=true&optimize=develop&includeGraph=false&includeGraphSummary=true&includeStatements=true",
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{
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"value": "={{ /*n8n-auto-generated-fromAI-override*/ $fromAI('parameters1_Value', `User's request adjusted to suit this context`, 'string') }}"
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"value": "response"
},
{
"name": "aiTopics",
"value": "true"
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]
},
"genericAuthType": "httpBearerAuth",
"toolDescription": "The Polysingularity Letters book which is well-versed in the questions of polysingularity, multiplicity, networks, networking, art, and creative approach. And also these topics:\n\n<MainTopics>: \n1. Community Dynamics: network community connected \n2. Global Equilibrium: state global change \n3. Polysingular Practice: polysingularity thinking exist \n4. Temporal Relations: time moment thing \n5. Consciousness Source: social cognition view \n6. Meaning Creation: make orthodox meaning \n7. Dmitry Connections: post dmitry minute \n8. Linguistic Variations: wa ë ww \n</MainTopics>"
},
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"id": "6lSuuSDajZrvI2GM",
"name": "InfraNodus API Key"
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{
"id": "56f27d69-5091-4a0e-abc9-49fea9a863b3",
"name": "Webhook",
"type": "n8n-nodes-base.webhook",
"position": [
60,
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],
"webhookId": "171bf9a6-1390-4195-bd6b-ff3df2e27d1c",
"parameters": {
"path": "171bf9a6-1390-4195-bd6b-ff3df2e27d1c",
"options": {},
"httpMethod": "POST",
"responseMode": "responseNode"
},
"typeVersion": 2
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{
"id": "8b7a6506-4220-476e-8d94-fa62315ab807",
"name": "Webhook에 응답",
"type": "n8n-nodes-base.respondToWebhook",
"position": [
1060,
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{
"id": "0ac0d3d2-75b9-4173-a45a-56a0fe55892d",
"name": "스티커 노트",
"type": "n8n-nodes-base.stickyNote",
"position": [
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"parameters": {
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"content": "## Setting up ElevenLabs Conversational AI Agent\n\n### You will need to connect the Webhook trigger above to the Conversational AI agent of ElevenLabs. Then you can use their agent (and website widget) to converse with the experts in this workflow. Read the full tutorial at [ElevenLabs AI voice agent setup guide](https://support.noduslabs.com/hc/en-us/articles/20318967066396-How-to-Build-a-Text-Voice-AI-Agent-Chatbot-with-n8n-Elevenlabs-and-InfraNodus)\n\n1. Create an account at [https://elevenlabs.io/](https://elevenlabs.io/)\n\n2. Go to the **Conversational AI** section in the menu\n\n3. Go to **Agent > Create New Agent > Use Blank Template**\n\n4. In the **System Prompt** of the agent put the following text modified to relate to your content:\n\n```\nYou are well-versed on ... through the tools you have access to.\n1) When you receive a user's message, first answer something like \"I am consulting my knowledge and will respond soon\" or \"let me think about it and i'll get back to you\" or any other similar in meaning phrase\n2) Then forward the user's message, without any changes, to the knowledge_base tool.\n3) When you receive a response from the knowledge_base use this answer to respond to the user, use exactly the answer you received to respond.\nIMPORTANT: make the response more suitable for the conversational format making it more succint and shorter but maintaining all the specifics.\n```\n\n5. IMPORTANT: keep the reference to the `knowledge_base` tool above to let the ElevenLabs agent know that it's exactly that tool it needs to be using to access the knowledge. Replace `...` with your content. \n\n6. In the **Tools section** of the Agent's setup, click **Create a new tool**\n\n7. The name of the tool should be: **`knowledge_base`** (as you're referring to it in the system prompt)\n\n8. In the tool's description put in: \"A knowledge base on ....\" (replace ... with your topic)\n\n9. Choose the **POST method** and in the URL put the Webhook link from the n8n workflow you created in the Step 3 above. E.g. https://infranodus.app.n8n.cloud/webhook/your_hook_url\n\n10. Scroll to the **Body Parameters** and add the following parameters that will be submitted with the POST request:\n\na. Identifier: `prompt`, Value type: LLM prompt, Description: The user's message. \n*You will use this value in the **AI Agent** node.*\n\nb. Identifier: `sessionId`, Value type: Dynamic variable, Variable name: system__conversation_id\n*You will use this in the **Chat Memory** node to keep the history of the interaction.*\n\n10. Save the tool, save the agent\n\n11. Run the test in ElevenLabs\n\n12. Check the n8n workflow logs (from Step 3) to see if the execution went well "
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"parameters": {
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"content": "# AI Voice Agent that Chats to Your Experts (e.g. Books, Articles, etc)\n\n## Uses InfraNodus Knowledge Graphs as Experts (AI Agent tools)\n\n## Uses ElevenLabs for voice chat functionality\n\n## Uses an orchestrating AI Agent in n8n to choose the expert based on the query\n\n[Detailed tutorial](https://support.noduslabs.com/hc/en-us/articles/20318967066396-How-to-Build-a-Text-Voice-AI-Agent-Chatbot-with-n8n-Elevenlabs-and-InfraNodus)\n\n[Video Tutorial](https://www.youtube.com/watch?v=07-HZZQs5h0)\n\n\n[](https://www.youtube.com/watch?v=07-HZZQs5h0)"
},
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{
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"name": "Google Gemini 채팅 모델",
"type": "@n8n/n8n-nodes-langchain.lmChatGoogleGemini",
"position": [
400,
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],
"parameters": {
"options": {},
"modelName": "models/gemini-2.5-flash-preview-04-17"
},
"credentials": {
"googlePalmApi": {
"id": "ivswOFTY8MYDbj5b",
"name": "Google Gemini(PaLM) Api account"
}
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"parameters": {
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"content": "\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n\n## LLM to Use\n\nGoogle Flash Pro models are much faster than OpenAI. However, OpenAI can be more precise in function (expert) calling."
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"node": "e7ffd4c6-d725-4ac0-8aa9-09f52d9a1cb4",
"type": "ai_memory",
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},
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"ai_languageModel": [
[
{
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"type": "ai_languageModel",
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}
]
]
},
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[
{
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},
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[
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},
"d392f193-328d-46b5-bd85-a6db97ca0a58": {
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[
{
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},
"d8df1709-8c55-4336-8dde-5fa8769c3a91": {
"ai_tool": [
[
{
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}
]
]
}
}
}자주 묻는 질문
이 워크플로우를 어떻게 사용하나요?
위의 JSON 구성 코드를 복사하여 n8n 인스턴스에서 새 워크플로우를 생성하고 "JSON에서 가져오기"를 선택한 후, 구성을 붙여넣고 필요에 따라 인증 설정을 수정하세요.
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InfraNodus
@infranodusI'm Dmitry, the founder of InfraNodus — an AI text network analysis tool. I'm passionate about networks and data visualization and its ability to reveal what everyone else is missing and to highlight different perspectives. I'm sharing the n8n templates that make use of this unique capability of InfraNodus for multiple scenarios.
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