{
"id": "p7xESnT1xMZD2hRk",
"meta": {
"instanceId": "31e69f7f4a77bf465b805824e303232f0227212ae922d12133a0f96ffeab4fef",
"templateCredsSetupCompleted": true
},
"name": "\ud83e\udde0 Give Your AI Agent Chatbot Long Term Memory Tools Router",
"tags": [],
"nodes": [
{
"id": "d5947a9d-bad4-4db7-8cdb-dc277928565a",
"name": "When Executed by Another Workflow",
"type": "n8n-nodes-base.executeWorkflowTrigger",
"position": [
320,
-80
],
"parameters": {
"inputSource": "passthrough"
},
"typeVersion": 1.100000000000000088817841970012523233890533447265625
},
{
"id": "c9e9715d-c691-4516-9e0c-cf393a18d814",
"name": "Save Long Term Memories",
"type": "n8n-nodes-base.googleDocs",
"position": [
1020,
-80
],
"parameters": {
"actionsUi": {
"actionFields": [
{
"text": "={\n \"date\": \"{{ $now }}\",\n \"memory\": \"{{ $json.query }}\"\n},\n",
"action": "insert"
}
]
},
"operation": "update",
"documentURL": "1YFTbVGlnpdYF5FuA6grfyvzmcdjcPviClAqbJ5HJIlc"
},
"credentials": {
"googleDocsOAuth2Api": {
"id": "YWEHuG28zOt532MQ",
"name": "Google Docs account"
}
},
"typeVersion": 2
},
{
"id": "306272bf-e264-4cfb-b8b6-8c0af1de3f14",
"name": "Saved response",
"type": "n8n-nodes-base.set",
"position": [
1200,
-80
],
"parameters": {
"options": [],
"assignments": {
"assignments": [
{
"id": "6b7e85d8-379b-4a0f-9799-9193a29f0447",
"name": "response",
"type": "string",
"value": "Memory saved"
}
]
}
},
"typeVersion": 3.399999999999999911182158029987476766109466552734375
},
{
"id": "152b6922-8600-4fdb-8372-3b0102a7b73a",
"name": "Respond with long term memories",
"type": "n8n-nodes-base.set",
"position": [
1200,
220
],
"parameters": {
"options": [],
"assignments": {
"assignments": [
{
"id": "6b7e85d8-379b-4a0f-9799-9193a29f0447",
"name": "response",
"type": "string",
"value": "={{ $json.content }}"
}
]
}
},
"typeVersion": 3.399999999999999911182158029987476766109466552734375
},
{
"id": "147ddd8d-6e42-44c0-95ca-9ab791f9452f",
"name": "Retrieve Long Term Memories3",
"type": "n8n-nodes-base.googleDocs",
"position": [
1020,
900
],
"parameters": {
"operation": "get",
"documentURL": "1YFTbVGlnpdYF5FuA6grfyvzmcdjcPviClAqbJ5HJIlc"
},
"credentials": {
"googleDocsOAuth2Api": {
"id": "YWEHuG28zOt532MQ",
"name": "Google Docs account"
}
},
"typeVersion": 2
},
{
"id": "e3f1172b-ce33-4cce-8126-88e19afc53c6",
"name": "Send Success Message to Telegram",
"type": "n8n-nodes-base.telegram",
"position": [
1540,
520
],
"webhookId": "3ba1ee6d-1648-4421-823b-e68ae14d769b",
"parameters": {
"text": "=n8n User Memories\n{{ $json.text }}",
"chatId": "={{ $env.TELEGRAM_CHAT_ID }}",
"additionalFields": {
"parse_mode": "HTML",
"appendAttribution": false
}
},
"credentials": {
"telegramApi": {
"id": "pAIFhguJlkO3c7aQ",
"name": "Telegram account"
}
},
"typeVersion": 1.1999999999999999555910790149937383830547332763671875
},
{
"id": "a77e8f01-889f-44b5-b4e1-493a97aa028c",
"name": "Email Workflow Stats",
"type": "n8n-nodes-base.gmail",
"position": [
1540,
900
],
"webhookId": "d9ef6f36-941f-4110-9b3e-9e54d9bc9581",
"parameters": {
"sendTo": "={{ $env.EMAIL_ADDRESS_JOE }}",
"message": "={{ $json.text }}",
"options": {
"appendAttribution": false
},
"subject": "n8n User Memories"
},
"credentials": {
"gmailOAuth2": {
"id": "1xpVDEQ1yx8gV022",
"name": "Gmail account"
}
},
"typeVersion": 2.100000000000000088817841970012523233890533447265625
},
{
"id": "2481fe73-9ef8-4e95-b7e5-38634b55837c",
"name": "OpenAI Chat Model2",
"type": "@n8n\/n8n-nodes-langchain.lmChatOpenAi",
"position": [
1320,
660
],
"parameters": {
"model": {
"__rl": true,
"mode": "list",
"value": "gpt-4o-mini"
},
"options": []
},
"credentials": {
"openAiApi": {
"id": "jEMSvKmtYfzAkhe6",
"name": "OpenAi account"
}
},
"typeVersion": 1.1999999999999999555910790149937383830547332763671875
},
{
"id": "9a45e091-c91c-4505-a8df-7a2e1d079200",
"name": "OpenAI Chat Model3",
"type": "@n8n\/n8n-nodes-langchain.lmChatOpenAi",
"position": [
1320,
1040
],
"parameters": {
"model": {
"__rl": true,
"mode": "list",
"value": "gpt-4o-mini"
},
"options": []
},
"credentials": {
"openAiApi": {
"id": "jEMSvKmtYfzAkhe6",
"name": "OpenAi account"
}
},
"typeVersion": 1.1999999999999999555910790149937383830547332763671875
},
{
"id": "6d12369e-38de-44c1-b764-64d6d9a79a25",
"name": "\ud83d\udce4Send Memories to Telegram",
"type": "@n8n\/n8n-nodes-langchain.toolWorkflow",
"position": [
1360,
-500
],
"parameters": {
"name": "send_memories_to_telegram",
"fields": {
"values": [
{
"name": "route",
"stringValue": "=send_memories_to_telegram"
}
]
},
"workflowId": {
"__rl": true,
"mode": "id",
"value": "={{ $workflow.id }}"
},
"description": "Call this tool to send memories to Telegram",
"jsonSchemaExample": ""
},
"typeVersion": 1.1999999999999999555910790149937383830547332763671875
},
{
"id": "f1d0b366-70d5-4da3-937b-ea08afd364e4",
"name": "\ud83d\udcebSend Memories to Gmail",
"type": "@n8n\/n8n-nodes-langchain.toolWorkflow",
"position": [
1620,
-500
],
"parameters": {
"name": "send_memories_to_gmail",
"fields": {
"values": [
{
"name": "route",
"stringValue": "=send_memories_to_gmail"
}
]
},
"workflowId": {
"__rl": true,
"mode": "id",
"value": "={{ $workflow.id }}"
},
"description": "Call this tool to send memories to Gmail",
"jsonSchemaExample": ""
},
"typeVersion": 1.1999999999999999555910790149937383830547332763671875
},
{
"id": "25d99971-263a-44ef-abb0-b517743f72eb",
"name": "\ud83e\udde0Save Memories",
"type": "@n8n\/n8n-nodes-langchain.toolWorkflow",
"position": [
840,
-500
],
"parameters": {
"name": "save_long_term_memory",
"fields": {
"values": [
{
"name": "route",
"stringValue": "=save_memory"
}
]
},
"workflowId": {
"__rl": true,
"mode": "id",
"value": "={{ $workflow.id }}"
},
"description": "Call this tool to save long term memories",
"jsonSchemaExample": ""
},
"typeVersion": 1.1999999999999999555910790149937383830547332763671875
},
{
"id": "0c9738d3-176a-4074-8340-ecfa3d9f9f7d",
"name": "\ud83d\udd0eRetrieve Memories",
"type": "@n8n\/n8n-nodes-langchain.toolWorkflow",
"position": [
1100,
-500
],
"parameters": {
"name": "retrieve_long_term_memory",
"fields": {
"values": [
{
"name": "route",
"stringValue": "=retrieve_memory"
}
]
},
"workflowId": {
"__rl": true,
"mode": "id",
"value": "={{ $workflow.id }}"
},
"description": "Call this tool to retrieve long term memories",
"jsonSchemaExample": ""
},
"typeVersion": 1.1999999999999999555910790149937383830547332763671875
},
{
"id": "7967ec27-432e-4d35-b7e0-89eb84120754",
"name": "\ud83e\udd2fWindow Buffer Memory",
"type": "@n8n\/n8n-nodes-langchain.memoryBufferWindow",
"position": [
520,
-500
],
"parameters": {
"contextWindowLength": 10
},
"typeVersion": 1.3000000000000000444089209850062616169452667236328125
},
{
"id": "5f24781e-4f9a-4e33-8d33-ce281f7bcc46",
"name": "\ud83e\udde0 AI Agent w\/Long Term Memory",
"type": "@n8n\/n8n-nodes-langchain.agent",
"position": [
940,
-920
],
"parameters": {
"options": {
"systemMessage": "=You are a highly capable and intelligent assistant designed to assist users by leveraging tools for long-term memory, contextual understanding, and real-time information retrieval. You have excellent long term memory. The current date and time is {{ $now }}\n\n## TOOLS\n-save_long_term_memory\n-retrieve_long_term_memory\n-send_memories_to_gmail\n-send_memories_to_telegram\n\n## RULES\n- If you do not know the answer then consider checking the long term memories.\n\n\n\n\n\n"
}
},
"typeVersion": 1.6999999999999999555910790149937383830547332763671875
},
{
"id": "ad644413-6587-415f-b7be-d58c05b94138",
"name": "\ud83e\udd16OpenAI Chat Model",
"type": "@n8n\/n8n-nodes-langchain.lmChatOpenAi",
"position": [
260,
-500
],
"parameters": {
"model": {
"__rl": true,
"mode": "list",
"value": "gpt-4o-mini"
},
"options": []
},
"credentials": {
"openAiApi": {
"id": "jEMSvKmtYfzAkhe6",
"name": "OpenAi account"
}
},
"typeVersion": 1.1999999999999999555910790149937383830547332763671875
},
{
"id": "076b0856-5ba4-498e-b279-21cf042f7f07",
"name": "\u24c2\ufe0f When chat message received",
"type": "@n8n\/n8n-nodes-langchain.chatTrigger",
"position": [
380,
-920
],
"webhookId": "2060403b-3fea-4fdf-a6d7-693bc477baaf",
"parameters": {
"options": []
},
"typeVersion": 1.100000000000000088817841970012523233890533447265625
},
{
"id": "fcf5872c-fcdc-445e-b095-f9cef14453b8",
"name": "Prepare Telegram Message",
"type": "@n8n\/n8n-nodes-langchain.chainLlm",
"position": [
1200,
520
],
"parameters": {
"text": "=Format this content into a simple unformatted list that can be sent to Telegram: {{ $json.content }}. Avoid any preamble or further explanation.",
"promptType": "define"
},
"typeVersion": 1.5
},
{
"id": "c1d05bb9-390b-43aa-820d-45115df07f5c",
"name": "Prepare Gmail Message",
"type": "@n8n\/n8n-nodes-langchain.chainLlm",
"position": [
1200,
900
],
"parameters": {
"text": "=Format this content into a simple and modern HTML table that is max 800px wide that can be used as the content for an email: {{ $json.content }}. Avoid any preamble or further explanation. Remove all ``` and ```html from response.",
"promptType": "define"
},
"typeVersion": 1.5
},
{
"id": "98aa87af-8329-4af6-85da-fc97cb4ed9c3",
"name": "Sticky Note",
"type": "n8n-nodes-base.stickyNote",
"position": [
760,
-620
],
"parameters": {
"color": 4,
"height": 280,
"content": "## 1\ufe0f\u20e3 Save Memories"
},
"typeVersion": 1
},
{
"id": "677f62ba-b009-48da-988e-e58d5063d005",
"name": "Retrieve Long Term Memories",
"type": "n8n-nodes-base.googleDocs",
"position": [
1020,
220
],
"parameters": {
"operation": "get",
"documentURL": "1YFTbVGlnpdYF5FuA6grfyvzmcdjcPviClAqbJ5HJIlc"
},
"credentials": {
"googleDocsOAuth2Api": {
"id": "YWEHuG28zOt532MQ",
"name": "Google Docs account"
}
},
"typeVersion": 2
},
{
"id": "1c732f83-fb09-4a51-8aea-0f9d29d1cdfe",
"name": "Memory Tool Router",
"type": "n8n-nodes-base.switch",
"position": [
640,
-100
],
"parameters": {
"rules": {
"values": [
{
"outputKey": "1\ufe0f\u20e3 Save",
"conditions": {
"options": {
"version": 2,
"leftValue": "",
"caseSensitive": true,
"typeValidation": "strict"
},
"combinator": "and",
"conditions": [
{
"operator": {
"type": "string",
"operation": "equals"
},
"leftValue": "={{ $json.route }}",
"rightValue": "save_memory"
}
]
},
"renameOutput": true
},
{
"outputKey": " 2\ufe0f\u20e3Retrieve ",
"conditions": {
"options": {
"version": 2,
"leftValue": "",
"caseSensitive": true,
"typeValidation": "strict"
},
"combinator": "and",
"conditions": [
{
"id": "86d44336-bab7-422f-9266-fcb513252d19",
"operator": {
"name": "filter.operator.equals",
"type": "string",
"operation": "equals"
},
"leftValue": "={{ $json.route }}",
"rightValue": "retrieve_memory"
}
]
},
"renameOutput": true
},
{
"outputKey": " 3\ufe0f\u20e3Telegram",
"conditions": {
"options": {
"version": 2,
"leftValue": "",
"caseSensitive": true,
"typeValidation": "strict"
},
"combinator": "and",
"conditions": [
{
"id": "29f37628-6381-46af-babb-74bf00b4a849",
"operator": {
"name": "filter.operator.equals",
"type": "string",
"operation": "equals"
},
"leftValue": "={{ $json.route }}",
"rightValue": "send_memories_to_telegram"
}
]
},
"renameOutput": true
},
{
"outputKey": "4\ufe0f\u20e3Gmail",
"conditions": {
"options": {
"version": 2,
"leftValue": "",
"caseSensitive": true,
"typeValidation": "strict"
},
"combinator": "and",
"conditions": [
{
"id": "fdb7c8aa-4108-43f6-8f6b-71cd8f383d2a",
"operator": {
"name": "filter.operator.equals",
"type": "string",
"operation": "equals"
},
"leftValue": "={{ $json.route }}",
"rightValue": "send_memories_to_gmail"
}
]
},
"renameOutput": true
}
]
},
"options": []
},
"typeVersion": 3.20000000000000017763568394002504646778106689453125
},
{
"id": "79de3862-b15a-4380-ab27-cfde66e8bb95",
"name": "Sticky Note1",
"type": "n8n-nodes-base.stickyNote",
"position": [
1280,
-620
],
"parameters": {
"color": 6,
"height": 280,
"content": "## 3\ufe0f\u20e3 Send Memories to Telegram"
},
"typeVersion": 1
},
{
"id": "03df9947-9354-4f21-8b8a-fed130dcfc6a",
"name": "Sticky Note2",
"type": "n8n-nodes-base.stickyNote",
"position": [
1540,
-620
],
"parameters": {
"color": 6,
"height": 280,
"content": "## 4\ufe0f\u20e3 Send Memories to Gmail"
},
"typeVersion": 1
},
{
"id": "9e8ee085-ec68-4f64-9098-877e166b1c37",
"name": "Sticky Note3",
"type": "n8n-nodes-base.stickyNote",
"position": [
1020,
-620
],
"parameters": {
"color": 4,
"height": 280,
"content": "## 2\ufe0f\u20e3 Retrieve Memories"
},
"typeVersion": 1
},
{
"id": "9c3d6609-cc4a-4bf5-b914-ee57e085cecd",
"name": "Sticky Note4",
"type": "n8n-nodes-base.stickyNote",
"position": [
440,
-620
],
"parameters": {
"color": 3,
"height": 280,
"content": "## Short Term Chat Memory"
},
"typeVersion": 1
},
{
"id": "97f47b93-c1e1-4230-b84c-3b99aa140d55",
"name": "Sticky Note5",
"type": "n8n-nodes-base.stickyNote",
"position": [
180,
-620
],
"parameters": {
"color": 5,
"height": 280,
"content": "## Cloud LLM"
},
"typeVersion": 1
},
{
"id": "4758ad55-d5f2-4a87-a05a-be465d803ca1",
"name": "Sticky Note6",
"type": "n8n-nodes-base.stickyNote",
"position": [
120,
-1100
],
"parameters": {
"width": 1740,
"height": 840,
"content": "# \ud83e\udde0 AI Agent Chatbot With Long Term Memory Tools"
},
"typeVersion": 1
},
{
"id": "eb74a05d-7f34-4ba0-ae98-c22bb3637c6b",
"name": "Sticky Note7",
"type": "n8n-nodes-base.stickyNote",
"position": [
720,
-700
],
"parameters": {
"color": 7,
"width": 1100,
"height": 400,
"content": "## \ud83d\udee0\ufe0f Agentic Long Term Memory Management Tool Options"
},
"typeVersion": 1
},
{
"id": "d9d251d2-172b-4a8e-bec3-bf8f297628c6",
"name": "Sticky Note8",
"type": "n8n-nodes-base.stickyNote",
"position": [
280,
-980
],
"parameters": {
"color": 4,
"width": 300,
"height": 240,
"content": "## \ud83d\udc4dTry Me!"
},
"typeVersion": 1
},
{
"id": "90554969-0b73-4d4d-87f2-37645b9f7f08",
"name": "Sticky Note9",
"type": "n8n-nodes-base.stickyNote",
"position": [
920,
-160
],
"parameters": {
"color": 4,
"width": 560,
"height": 280,
"content": "## 1\ufe0f\u20e3 Save Long Term Memories Tool"
},
"typeVersion": 1
},
{
"id": "34cbb84d-48a5-480f-a7c3-81bbef24194a",
"name": "Sticky Note10",
"type": "n8n-nodes-base.stickyNote",
"position": [
920,
140
],
"parameters": {
"color": 4,
"width": 560,
"height": 280,
"content": "## 2\ufe0f\u20e3 Retrieve Long Term Memories Tool"
},
"typeVersion": 1
},
{
"id": "dc23d68e-0f93-495a-aaa0-e4bb6f18870d",
"name": "Sticky Note11",
"type": "n8n-nodes-base.stickyNote",
"position": [
920,
440
],
"parameters": {
"color": 6,
"width": 840,
"height": 360,
"content": "## 3\ufe0f\u20e3 Send Memories to Telegram Tool"
},
"typeVersion": 1
},
{
"id": "0ed43ec0-a39c-4323-9851-988e774302d7",
"name": "Retrieve Long Term Memories2",
"type": "n8n-nodes-base.googleDocs",
"position": [
1020,
520
],
"parameters": {
"operation": "get",
"documentURL": "1YFTbVGlnpdYF5FuA6grfyvzmcdjcPviClAqbJ5HJIlc"
},
"credentials": {
"googleDocsOAuth2Api": {
"id": "YWEHuG28zOt532MQ",
"name": "Google Docs account"
}
},
"typeVersion": 2
},
{
"id": "17d2cef6-765c-4fb4-8af0-1ebc868f6669",
"name": "Sticky Note12",
"type": "n8n-nodes-base.stickyNote",
"position": [
920,
820
],
"parameters": {
"color": 6,
"width": 840,
"height": 360,
"content": "## 4\ufe0f\u20e3 Send Memories to Gmail Tool"
},
"typeVersion": 1
},
{
"id": "03977fa0-a4cd-4cfe-8967-d6a5e3227200",
"name": "Sticky Note13",
"type": "n8n-nodes-base.stickyNote",
"position": [
540,
-220
],
"parameters": {
"color": 2,
"width": 300,
"height": 380,
"content": "## Memory Tool Router"
},
"typeVersion": 1
},
{
"id": "994b124c-4f5b-44c6-845e-9886d7b5f07d",
"name": "Sticky Note14",
"type": "n8n-nodes-base.stickyNote",
"position": [
240,
-220
],
"parameters": {
"color": 7,
"width": 260,
"height": 380,
"content": "## Receive Memory Tool Instructions from Agent"
},
"typeVersion": 1
},
{
"id": "7c400ccf-af37-4b5a-8dfe-431a7d52286b",
"name": "Sticky Note15",
"type": "n8n-nodes-base.stickyNote",
"position": [
880,
-220
],
"parameters": {
"color": 7,
"width": 920,
"height": 1440,
"content": "## \ud83d\udee0\ufe0f Long Term Memory Tool Kit"
},
"typeVersion": 1
},
{
"id": "0b00f892-f98b-41be-952c-570da546f9f7",
"name": "Sticky Note16",
"type": "n8n-nodes-base.stickyNote",
"position": [
120,
200
],
"parameters": {
"width": 720,
"height": 1300,
"content": "## Enhance Your AI Workflow with Long-Term Memory and Dynamic Tool Routing\n\n#### This n8n workflow empowers your AI agent with **long-term memory** and a **dynamic tools router**, enabling it to provide intelligent, context-aware responses while seamlessly managing tasks across multiple tools. By combining memory persistence and modular tool routing, this solution enhances the capabilities of your AI agent, making it smarter, more efficient, and highly adaptable.\n\n## \ud83d\ude80 How It Works\n\n#### \ud83e\udde0 Long-Term Memory Management\n- The AI agent can **save** and **retrieve memories** using Google Docs as a storage system.\n- Persistent memory allows the agent to recall past interactions, user preferences, and contextual details for personalized responses.\n\n#### \ud83d\udee0\ufe0f Tools Router for Dynamic Task Management\n- A **tools router** directs tasks to the appropriate tools based on the AI agent's instructions.\n- Supported tools include:\n - **Save Memories**: Store important data for future reference.\n - **Retrieve Memories**: Access stored information when needed.\n - **Send Notifications via Gmail or Telegram**: Share insights or updates with stakeholders.\n\n#### \ud83e\udd16 AI-Powered Contextual Understanding\n- The workflow integrates an OpenAI GPT-based model to process user inputs intelligently.\n- The AI agent uses a **window buffer memory** for short-term context and leverages long-term memory when necessary.\n\n#### \ud83d\udce4 Multi-Channel Notifications\n- Automatically send memory summaries or workflow updates via Gmail or Telegram for enhanced communication.\n\n---\n\n## \ud83d\udd27 Setup Steps\n\n#### \ud83d\udd11 Configure API Credentials\nSet up API connections for:\n- **OpenAI** (for AI processing).\n- **Google Docs** (for long-term memory storage).\n- **Gmail\/Telegram** (for notifications).\n\n#### \u2699\ufe0f Customize Workflow Parameters\n- Adjust the AI agent's system message to align with your specific use case or tone.\n- Define routing rules in the tools router to suit your workflow needs.\n\n#### \ud83e\uddea Test & Deploy\n- Test the workflow by interacting with the AI agent and verifying:\n - Accurate memory saving\/retrieval.\n - Correct task routing via the tools router.\n - Seamless notification delivery.\n"
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"callerPolicy": "workflowsFromSameOwner",
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"\ud83e\udde0Save Memories": {
"ai_tool": [
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"node": "\ud83e\udde0 AI Agent w\/Long Term Memory",
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"Memory Tool Router": {
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"node": "Save Long Term Memories",
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"OpenAI Chat Model2": {
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"type": "ai_languageModel",
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"OpenAI Chat Model3": {
"ai_languageModel": [
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"node": "Prepare Gmail Message",
"type": "ai_languageModel",
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"Prepare Gmail Message": {
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"\ud83d\udd0eRetrieve Memories": {
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"\ud83e\udd16OpenAI Chat Model": {
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"Save Long Term Memories": {
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"node": "Saved response",
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"Prepare Telegram Message": {
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{
"node": "Send Success Message to Telegram",
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"\ud83e\udd2fWindow Buffer Memory": {
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"\ud83d\udcebSend Memories to Gmail": {
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"Retrieve Long Term Memories": {
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"Retrieve Long Term Memories3": {
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"node": "Prepare Gmail Message",
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"\ud83d\udce4Send Memories to Telegram": {
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"When Executed by Another Workflow": {
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"\u24c2\ufe0f When chat message received": {
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