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Telegram AI Chat with Long-Term Memory

Telegram AI Chat with Long-Term Memory is a 15-node automation blueprint connecting Telegram, OpenAI, Google Docs. Inspect its trigger, execution graph, branches, and implementation requirements.

TelegramOpenAIGoogle Docs

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.

15

Nodes

13

Links

2

Flows

Connected tools

3 integrations

  • Telegram
  • OpenAI
  • Google Docs
Telegram AI Chat with Long-Term Memory execution lanes2 connected flows containing 15 workflow nodes and 13 visible links. Solid lines are execution links and dashed lines are support dependencies. Focus any node to inspect its immediate path.Listen for Telegram Events. Telegram node, webhook. 0 incoming and 1 outgoing connections.Listen for Telegram EventsTELEGRAMWEBHOOK0 IN / 1 OUTSave Long Term Memories. Google Docs node, googleDocsTool. 0 incoming and 1 outgoing connections.Save Long Term MemoriesGOOGLE DOCSGOOGLEDOCSTOOL0 IN / 1 OUTDeepSeek-V3 Chat. OpenAI node, lmChatOpenAi. 0 incoming and 1 outgoing connections.DeepSeek-V3 ChatOPENAILMCHATOPENAI0 IN / 1 OUTValidation. transform node, set. 1 incoming and 1 outgoing connections.ValidationTRANSFORMSET1 IN / 1 OUTCheck User & Chat ID. decision node, if. 1 incoming and 2 outgoing connections.Check User & Chat IDDECISIONIF1 IN / 2 OUTMessage Router. decision node, switch. 1 incoming and 3 outgoing connections.Message RouterDECISIONSWITCH1 IN / 3 OUTRetrieve Long Term Memories. Google Docs node, googleDocs. 1 incoming and 1 outgoing connections.Retrieve Long Term MemoriesGOOGLE DOCSGOOGLEDOCS1 IN / 1 OUTError message. Telegram node, telegram. 2 incoming and 0 outgoing connections.Error messageTELEGRAMTELEGRAM2 IN / 0 OUTMerge. decision node, merge. 2 incoming and 1 outgoing connections.MergeDECISIONMERGE2 IN / 1 OUTAI Agent. ai node, agent. 3 incoming and 2 outgoing connections.AI AgentAIAGENT3 IN / 2 OUTTelegram Response. Telegram node, telegram. 1 incoming and 0 outgoing connections.Telegram ResponseTELEGRAMTELEGRAM1 IN / 0 OUTResponse Error message. Telegram node, telegram. 1 incoming and 0 outgoing connections.Response Error messageTELEGRAMTELEGRAM1 IN / 0 OUTWhen chat message received. trigger node, chatTrigger. 0 incoming and 0 outgoing connections.When chat message receivedTRIGGERCHATTRIGGER0 IN / 0 OUTWindow Buffer Memory. ai node, memoryBufferWindow. 0 incoming and 0 outgoing connections.Window Buffer MemoryAIMEMORYBUFFERWINDOW0 IN / 0 OUTDeepSeek-R1 Reasoning. OpenAI node, lmChatOpenAi. 0 incoming and 0 outgoing connections.DeepSeek-R1 ReasoningOPENAILMCHATOPENAI0 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.15 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

Listen for Telegram Events

11 Execution Links2 Support Dependencies

  1. Start

    Listen for Telegram Events

    Trigger

    Save Long Term Memories

    Integration

    DeepSeek-V3 Chat

    AI reasoning

  2. Step 2

    Validation

    Transform

  3. Step 3

    Check User & Chat ID

    Decision

  4. Step 4

    Message Router

    Decision

  5. Step 5

    Retrieve Long Term Memories

    Integration

    Error message

    Integration

  6. Step 6

    Merge

    Decision

  7. Step 7

    AI Agent

    AI reasoning

  8. Outcome

    Telegram Response

    Integration

    Response Error message

    Integration

02

Connected Flow

Standalone nodes

0 Execution Links

  1. Connected Nodes

    When chat message received

    Trigger

    Window Buffer Memory

    AI reasoning

    DeepSeek-R1 Reasoning

    AI reasoning

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