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AI-Enhanced Chatbot with Memory & Telegram

AI-Enhanced Chatbot with Memory & Telegram is a 13-node automation blueprint connecting OpenAI, Google Docs, Telegram. Inspect its trigger, execution graph, branches, and implementation requirements.

OpenAIGoogle DocsTelegram

Interactive system map

Execution flows, separated by connected path.

Each horizontal lane is one connected flow. Solid lines show runtime execution; dashed lines show AI, model, memory, or tool dependencies.

13

Nodes

12

Links

2

Flows

Connected tools

3 integrations

  • OpenAI
  • Google Docs
  • Telegram
AI-Enhanced Chatbot with Memory & Telegram execution lanes2 connected flows containing 13 workflow nodes and 12 visible links. Solid lines are execution links and dashed lines are support dependencies. Focus any node to inspect its immediate path.When chat message received. trigger node, chatTrigger. 0 incoming and 2 outgoing connections.When chat message receivedTRIGGERCHATTRIGGER0 IN / 2 OUTgpt-4o-mini. OpenAI node, lmChatOpenAi. 0 incoming and 1 outgoing connections.gpt-4o-miniOPENAILMCHATOPENAI0 IN / 1 OUTWindow Buffer Memory. ai node, memoryBufferWindow. 0 incoming and 1 outgoing connections.Window Buffer MemoryAIMEMORYBUFFERWINDOW0 IN / 1 OUTSave Long Term Memories. Google Docs node, googleDocsTool. 0 incoming and 1 outgoing connections.Save Long Term MemoriesGOOGLE DOCSGOOGLEDOCSTOOL0 IN / 1 OUTSave Notes. Google Docs node, googleDocsTool. 0 incoming and 1 outgoing connections.Save NotesGOOGLE DOCSGOOGLEDOCSTOOL0 IN / 1 OUTRetrieve Long Term Memories. Google Docs node, googleDocs. 1 incoming and 1 outgoing connections.Retrieve Long Term MemoriesGOOGLE DOCSGOOGLEDOCS1 IN / 1 OUTRetrieve Notes. Google Docs node, googleDocs. 1 incoming and 1 outgoing connections.Retrieve NotesGOOGLE DOCSGOOGLEDOCS1 IN / 1 OUTMerge. decision node, merge. 2 incoming and 1 outgoing connections.MergeDECISIONMERGE2 IN / 1 OUTAggregate. transform node, aggregate. 1 incoming and 1 outgoing connections.AggregateTRANSFORMAGGREGATE1 IN / 1 OUTAI Tools Agent. ai node, agent. 5 incoming and 2 outgoing connections.AI Tools AgentAIAGENT5 IN / 2 OUTTelegram Response. Telegram node, telegram. 1 incoming and 0 outgoing connections.Telegram ResponseTELEGRAMTELEGRAM1 IN / 0 OUTChat Response. transform node, set. 1 incoming and 0 outgoing connections.Chat ResponseTRANSFORMSET1 IN / 0 OUTDeepSeek-V3 Chat. OpenAI node, lmChatOpenAi. 0 incoming and 0 outgoing connections.DeepSeek-V3 ChatOPENAILMCHATOPENAI0 IN / 0 OUT

Signal inspector

Focus, hover, or select a node to illuminate its real path.

Execution linkSupport dependencytriggeraidecisiontransformintegration
Scroll horizontally to follow every connected flow.13 connected nodesEnter or click to lock · Escape to clear

Execution breakdown

Follow each connected flow from start to outcome.

The readable view below uses the same graph relationships as the interactive map. Each row is a connected flow; columns advance only when an actual link connects the nodes.

01

Connected Flow

When chat message received

8 Execution Links4 Support Dependencies

  1. Start

    When chat message received

    Trigger

    gpt-4o-mini

    AI reasoning

    Window Buffer Memory

    AI reasoning

    Save Long Term Memories

    Integration

    Save Notes

    Integration

  2. Step 2

    Retrieve Long Term Memories

    Integration

    Retrieve Notes

    Integration

  3. Step 3

    Merge

    Decision

  4. Step 4

    Aggregate

    Transform

  5. Step 5

    AI Tools Agent

    AI reasoning

  6. Outcome

    Telegram Response

    Integration

    Chat Response

    Transform

02

Connected Flow

DeepSeek-V3 Chat

0 Execution Links

  1. Connected Nodes

    DeepSeek-V3 Chat

    AI reasoning

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