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🧠 Wzbogać swojego chatbota AI o pamięć długoterminową i dynamiczne kierowanie narzędziami

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Wzmocnij swojego chatbota AI z pamięcią długoterminową i dynamicznym routingiem narzędzi

Ten szablon n8n wyposaża Twojego agenta AI w pamięć długoterminową i dynamiczny router narzędzi, umożliwiając inteligentne, kontekstowe odpowiedzi oraz zarządzanie zadaniami w różnych narzędziach. Dzięki połączeniu trwałej pamięci i modułowego routingu zadań, ten workflow sprawia, że Twoja sztuczna inteligencja staje się mądrzejsza, bardziej wydajna i wysoce adaptacyjna.

Dla kogo jest to rozwiązanie?

  • Deweloperzy AI i entuzjaści automatyzacji: Integruj zaawansowane funkcje AI jak pamięć długoterminowa i routing zadań bez znajomości kodowania.
  • Firmy i zespoły: Automatyzuj zadania z zachowaniem spersonalizowanych, kontekstowych interakcji.
  • Zespoły obsługi klienta: Popraw doświadczenia użytkowników dzięki chatbotom pamiętającym poprzednie interakcje.
  • Marketerzy i twórcy treści: Usprawnij komunikację na platformach takich jak Gmail i Telegram.
  • Badacze AI: Eksperymentuj z trwałą pamięcią i integracją wielu narzędzi.

Jakie problemy rozwiązuje?

Ten workflow upraszcza tworzenie inteligentnych systemów AI, które zachowują pamięć, dynamicznie zarządzają zadaniami i automatyzują powiadomienia w narzędziach takich jak Gmail i Telegram - oszczędzając czas i zwiększając wydajność.

Funkcjonalności workflow

  • Zapisywanie i odzyskiwanie pamięci: Wykorzystuje Google Docs do długoterminowego przechowywania danych w celu przypomnienia wcześniejszych interakcji lub preferencji użytkownika.
  • Dynamiczny routing zadań: Kieruje zadania do odpowiednich narzędzi (np. zapisywanie/odzyskiwanie pamięci lub wysyłanie powiadomień).
  • Rozumienie kontekstu przez AI: Łączy krótkoterminową pamięć opartą na OpenAI GPT z pamięcią długoterminową dla inteligentniejszych odpowiedzi.
  • Powiadomienia wielokanałowe: Wysyła aktualizacje przez Gmail lub Telegram.

Konfiguracja

Dane uwierzytelniające API:
Połącz się z OpenAI (przetwarzanie AI), Google Docs (przechowywanie pamięci), Gmail/Telegram (powiadomienia).

Dostosowanie parametrów:
Dostosuj wiadomość systemową agenta AI do swojego przypadku użycia.
Zdefiniuj zasady routingu zadań w węźle routera narzędzi.

Testowanie i wdrożenie:
Sprawdź zapisywanie/odzyskiwanie pamięci, routing zadań i dostarczanie powiadomień.

Dostosowanie

  • Zmodyfikuj wiadomość systemową w węźle OpenAI, aby dostosować zachowanie agenta.
  • Dodaj lub dostosuj zasady routingu dla dodatkowych narzędzi.
  • Zaktualizuj ustawienia powiadomień zgodnie z preferencjami komunikacyjnymi.

Przykłady zastosowań

Ten szablon automatyzacji może być wykorzystany w wielu różnych scenariuszach biznesowych i technologicznych. Oto kilka potencjalnych zastosowań:

  • Inteligentne asystenty obsługi klienta pamiętające historię interakcji z użytkownikiem
  • Personalizowane systemy rekomendacyjne oparte na długoterminowych preferencjach użytkownika
  • Automatyzacja obsługi zapytań w wielu kanałach komunikacji (email, chat, social media)
  • Systemy wsparcia sprzedaży z kontekstowym zrozumieniem potrzeb klienta
  • Zautomatyzowane systemy przypomnień i powiadomień z pamięcią kontekstu
  • Wirtualni asystenci zarządzający zadaniami w różnych aplikacjach
  • Badania UX z chatbotami zapamiętującymi przebieg rozmów z testerami


   Skopiuj kod szablonu   
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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":1.2},{"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":1.2},{"id":"6d12369e-38de-44c1-b764-64d6d9a79a25","name":"📤Send 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 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You have excellent long term memory. The current date and time is {{ $now }}nn## TOOLSn-save_long_term_memoryn-retrieve_long_term_memoryn-send_memories_to_gmailn-send_memories_to_telegramnn## RULESn- If you do not know the answer then consider checking the long term memories.nnnnnn"}},"typeVersion":1.7},{"id":"ad644413-6587-415f-b7be-d58c05b94138","name":"🤖OpenAI 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":1.2},{"id":"076b0856-5ba4-498e-b279-21cf042f7f07","name":"Ⓜ️ When chat message received","type":"@n8n/n8n-nodes-langchain.chatTrigger","position":[380,-920],"webhookId":"2060403b-3fea-4fdf-a6d7-693bc477baaf","parameters":{"options":{}},"typeVersion":1.1},{"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":"## 1️⃣ 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":"1️⃣ 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":" 2️⃣Retrieve ","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":" 3️⃣Telegram","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":"4️⃣Gmail","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":3.2},{"id":"79de3862-b15a-4380-ab27-cfde66e8bb95","name":"Sticky Note1","type":"n8n-nodes-base.stickyNote","position":[1280,-620],"parameters":{"color":6,"height":280,"content":"## 3️⃣ 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":"## 4️⃣ 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":"## 2️⃣ 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":"# 🧠 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":"## 🛠️ 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":"## 👍Try 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":"## 1️⃣ 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":"## 2️⃣ 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":"## 3️⃣ 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":"## 4️⃣ 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":"## 🛠️ 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 Routingnn#### 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.nn## 🚀 How It Worksnn#### 🧠 Long-Term Memory Managementn- 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.nn#### 🛠️ Tools Router for Dynamic Task Managementn- 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.nn#### 🤖 AI-Powered Contextual Understandingn- 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.nn#### 📤 Multi-Channel Notificationsn- Automatically send memory summaries or workflow updates via Gmail or Telegram for enhanced communication.nn---nn## 🔧 Setup Stepsnn#### 🔑 Configure API CredentialsnSet up API connections for:n- **OpenAI** (for AI processing).n- **Google Docs** (for long-term memory storage).n- **Gmail/Telegram** (for notifications).nn#### ⚙️ Customize Workflow Parametersn- 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.nn#### 🧪 Test & Deployn- 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"},"typeVersion":1}],"active":false,"pinData":{},"settings":{"timezone":"America/Vancouver","callerPolicy":"workflowsFromSameOwner","executionOrder":"v1"},"versionId":"5d92d73f-0341-4ab1-937e-6be387f6ea52","connections":{"🧠Save Memories":{"ai_tool":[[{"node":"🧠 AI Agent w/Long Term Memory","type":"ai_tool","index":0}]]},"Memory Tool Router":{"main":[[{"node":"Save Long Term Memories","type":"main","index":0}],[{"node":"Retrieve Long Term Memories","type":"main","index":0}],[{"node":"Retrieve Long Term Memories2","type":"main","index":0}],[{"node":"Retrieve Long Term Memories3","type":"main","index":0}]]},"OpenAI Chat Model2":{"ai_languageModel":[[{"node":"Prepare Telegram Message","type":"ai_languageModel","index":0}]]},"OpenAI Chat Model3":{"ai_languageModel":[[{"node":"Prepare Gmail Message","type":"ai_languageModel","index":0}]]},"Prepare Gmail Message":{"main":[[{"node":"Email Workflow Stats","type":"main","index":0}]]},"🔎Retrieve Memories":{"ai_tool":[[{"node":"🧠 AI Agent w/Long Term Memory","type":"ai_tool","index":0}]]},"🤖OpenAI Chat Model":{"ai_languageModel":[[{"node":"🧠 AI Agent w/Long Term Memory","type":"ai_languageModel","index":0}]]},"Save Long Term Memories":{"main":[[{"node":"Saved response","type":"main","index":0}]]},"Prepare Telegram Message":{"main":[[{"node":"Send Success Message to Telegram","type":"main","index":0}]]},"🤯Window Buffer Memory":{"ai_memory":[[{"node":"🧠 AI Agent w/Long Term Memory","type":"ai_memory","index":0}]]},"📫Send Memories to Gmail":{"ai_tool":[[{"node":"🧠 AI Agent w/Long Term Memory","type":"ai_tool","index":0}]]},"Retrieve Long Term Memories":{"main":[[{"node":"Respond with long term memories","type":"main","index":0}]]},"Retrieve Long Term Memories2":{"main":[[{"node":"Prepare Telegram Message","type":"main","index":0}]]},"Retrieve Long Term Memories3":{"main":[[{"node":"Prepare Gmail Message","type":"main","index":0}]]},"📤Send Memories to Telegram":{"ai_tool":[[{"node":"🧠 AI Agent w/Long Term Memory","type":"ai_tool","index":0}]]},"When Executed by Another Workflow":{"main":[[{"node":"Memory Tool Router","type":"main","index":0}]]},"Ⓜ️ When chat message received":{"main":[[{"node":"🧠 AI Agent w/Long Term Memory","type":"main","index":0}]]}}}
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