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AI-Driven Document Processing with Milvus

AI-Driven Document Processing with Milvus is a 13-node automation blueprint connecting Google Drive, Cohere, Milvus. Inspect its trigger, execution graph, branches, and implementation requirements.

Interactive system map

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Solid horizontal paths show main-channel execution. Violet dependencies sit beneath the exact step they configure or empower.

13

Nodes

11

Links

2

Run groups

Connected tools

4 integrations

  • Google Drive
  • Cohere
  • Milvus
  • OpenAI

Canvas controls

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AI-Driven Document Processing with Milvus execution lanes2 run groups containing 13 workflow nodes and 11 visible links. Solid horizontal lines are main-channel runtime links. Violet dashed lines connect typed dependencies beneath the runtime step they support. Focus any node to inspect its immediate path.Watch New Files. Google Drive node, googleDriveTrigger. 0 incoming and 1 outgoing connections.STARTWatch New FilesGOOGLE DRIVEGOOGLEDRIVETRIGGER0 IN / 1 OUTDownload New. Google Drive node, googleDrive. 1 incoming and 1 outgoing connections.STEP 02Download NewGOOGLE DRIVEGOOGLEDRIVE1 IN / 1 OUTExtract from File. integration node, extractFromFile. 1 incoming and 1 outgoing connections.STEP 03Extract from FileINTEGRATIONEXTRACTFROMFILE1 IN / 1 OUTInsert into Milvus. ai node, vectorStoreMilvus. 3 incoming and 0 outgoing connections.OUTCOMEInsert into MilvusAIVECTORSTOREMILVUS3 IN / 0 OUTEmbeddings Cohere. ai node, embeddingsCohere. 0 incoming and 1 outgoing connections.DEPENDENCY · DEPTH 1Embeddings CohereAIEMBEDDINGSCOHERE0 IN / 1 OUTDefault Data Loader. ai node, documentDefaultDataLoader. 1 incoming and 1 outgoing connections.DEPENDENCY · DEPTH 1Default Data LoaderAIDOCUMENTDEFAULTDATALOAD1 IN / 1 OUTSet Chunks. ai node, textSplitterRecursiveCharacterTextSplitter. 0 incoming and 1 outgoing connections.DEPENDENCY · DEPTH 2Set ChunksAITEXTSPLITTERRECURSIVECH0 IN / 1 OUTWhen chat message received. trigger node, chatTrigger. 0 incoming and 1 outgoing connections.STARTWhen chat message receivedTRIGGERCHATTRIGGER0 IN / 1 OUTRAG Agent. ai node, agent. 4 incoming and 0 outgoing connections.OUTCOMERAG AgentAIAGENT4 IN / 0 OUTOpenAI 4o. OpenAI node, lmChatOpenAi. 0 incoming and 1 outgoing connections.DEPENDENCY · DEPTH 1OpenAI 4oOPENAILMCHATOPENAI0 IN / 1 OUTMemory. ai node, memoryBufferWindow. 0 incoming and 1 outgoing connections.DEPENDENCY · DEPTH 1MemoryAIMEMORYBUFFERWINDOW0 IN / 1 OUTRetrieve from Milvus. ai node, vectorStoreMilvus. 1 incoming and 1 outgoing connections.DEPENDENCY · DEPTH 1Retrieve from MilvusAIVECTORSTOREMILVUS1 IN / 1 OUTCohere embeddings. ai node, embeddingsCohere. 0 incoming and 1 outgoing connections.DEPENDENCY · DEPTH 2Cohere embeddingsAIEMBEDDINGSCOHERE0 IN / 1 OUT

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Main-channel runtimeTyped dependencytriggeraidecisiontransformintegration
Scroll horizontally to follow every connected flow.13 connected nodesEnter or click to lock · Escape to clear

Runtime breakdown

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Each run group separates main-channel steps from the models, tools, retrievers, and data services that support them. Start and outcome labels apply only to runtime nodes.

01

Run Group

Watch New Files

3 Execution Links3 Support Dependencies
  1. Start

    Watch New Files

    Trigger

  2. Step 2

    Download New

    Integration

  3. Step 3

    Extract from File

    Integration

  4. Outcome

    Insert into Milvus

    AI reasoning

Attached dependencies

These nodes support the runtime above; they are not additional starts or outcomes.

3 nodes
  • Embeddings Cohere

    AI reasoning dependency

  • Default Data Loader

    AI reasoning dependency

  • Set Chunks

    AI reasoning dependency

02

Run Group

When chat message received

1 Execution Link4 Support Dependencies
  1. Start

    When chat message received

    Trigger

  2. Outcome

    RAG Agent

    AI reasoning

Attached dependencies

These nodes support the runtime above; they are not additional starts or outcomes.

4 nodes
  • OpenAI 4o

    AI reasoning dependency

  • Memory

    AI reasoning dependency

  • Retrieve from Milvus

    AI reasoning dependency

  • Cohere embeddings

    AI reasoning dependency

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