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Adaptive Query Response System

Adaptive Query Response System is a 30-node automation blueprint connecting LangChain, Google Palm API, Qdrant. Inspect its trigger, execution graph, branches, and implementation requirements.

LangChainGoogle Palm APIQdrant

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.

30

Nodes

32

Links

1

Run groups

Connected tools

3 integrations

  • LangChain
  • Google AI
  • Qdrant

Canvas controls

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Adaptive Query Response System execution lanes1 run groups containing 30 workflow nodes and 32 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.When Executed by Another Workflow. trigger node, executeWorkflowTrigger. 0 incoming and 1 outgoing connections.STARTWhen Executed by Another …TRIGGEREXECUTEWORKFLOWTRIGGER0 IN / 1 OUTChat. trigger node, chatTrigger. 0 incoming and 1 outgoing connections.STARTChatTRIGGERCHATTRIGGER0 IN / 1 OUTCombined Fields. transform node, set. 2 incoming and 1 outgoing connections.STEP 02Combined FieldsTRANSFORMSET2 IN / 1 OUTQuery Classification. ai node, agent. 2 incoming and 1 outgoing connections.STEP 03Query ClassificationAIAGENT2 IN / 1 OUTSwitch. decision node, switch. 1 incoming and 4 outgoing connections.STEP 04SwitchDECISIONSWITCH1 IN / 4 OUTFactual Strategy - Focus on Precision. ai node, agent. 3 incoming and 1 outgoing connections.STEP 05Factual Strategy - Focus …AIAGENT3 IN / 1 OUTAnalytical Strategy - Comprehensive Coverage. ai node, agent. 3 incoming and 1 outgoing connections.STEP 05Analytical Strategy - Com…AIAGENT3 IN / 1 OUTOpinion Strategy - Diverse Perspectives. ai node, agent. 3 incoming and 1 outgoing connections.STEP 05Opinion Strategy - Divers…AIAGENT3 IN / 1 OUTContextual Strategy - User Context Integration. ai node, agent. 3 incoming and 1 outgoing connections.STEP 05Contextual Strategy - Use…AIAGENT3 IN / 1 OUTFactual Prompt and Output. transform node, set. 1 incoming and 1 outgoing connections.STEP 06Factual Prompt and OutputTRANSFORMSET1 IN / 1 OUTAnalytical Prompt and Output. transform node, set. 1 incoming and 1 outgoing connections.STEP 06Analytical Prompt and Out…TRANSFORMSET1 IN / 1 OUTOpinion Prompt and Output. transform node, set. 1 incoming and 1 outgoing connections.STEP 06Opinion Prompt and OutputTRANSFORMSET1 IN / 1 OUTContextual Prompt and Output. transform node, set. 1 incoming and 1 outgoing connections.STEP 06Contextual Prompt and Out…TRANSFORMSET1 IN / 1 OUTSet Prompt and Output. transform node, set. 4 incoming and 1 outgoing connections.STEP 07Set Prompt and OutputTRANSFORMSET4 IN / 1 OUTRetrieve Documents from Vector Store. ai node, vectorStoreQdrant. 2 incoming and 1 outgoing connections.STEP 08Retrieve Documents from V…AIVECTORSTOREQDRANT2 IN / 1 OUTConcatenate Context. transform node, summarize. 1 incoming and 1 outgoing connections.STEP 09Concatenate ContextTRANSFORMSUMMARIZE1 IN / 1 OUTAnswer. ai node, agent. 3 incoming and 1 outgoing connections.STEP 10AnswerAIAGENT3 IN / 1 OUTRespond to Webhook. trigger node, respondToWebhook. 1 incoming and 0 outgoing connections.OUTCOMERespond to WebhookTRIGGERRESPONDTOWEBHOOK1 IN / 0 OUTGemini Classification. Google AI node, lmChatGoogleGemini. 0 incoming and 1 outgoing connections.DEPENDENCY · DEPTH 1Gemini ClassificationGOOGLE AILMCHATGOOGLEGEMINI0 IN / 1 OUTGemini Factual. Google AI node, lmChatGoogleGemini. 0 incoming and 1 outgoing connections.DEPENDENCY · DEPTH 1Gemini FactualGOOGLE AILMCHATGOOGLEGEMINI0 IN / 1 OUTChat Buffer Memory Factual. ai node, memoryBufferWindow. 0 incoming and 1 outgoing connections.DEPENDENCY · DEPTH 1Chat Buffer Memory FactualAIMEMORYBUFFERWINDOW0 IN / 1 OUTGemini Analytical. Google AI node, lmChatGoogleGemini. 0 incoming and 1 outgoing connections.DEPENDENCY · DEPTH 1Gemini AnalyticalGOOGLE AILMCHATGOOGLEGEMINI0 IN / 1 OUTChat Buffer Memory Analytical. ai node, memoryBufferWindow. 0 incoming and 1 outgoing connections.DEPENDENCY · DEPTH 1Chat Buffer Memory Analyt…AIMEMORYBUFFERWINDOW0 IN / 1 OUTGemini Opinion. Google AI node, lmChatGoogleGemini. 0 incoming and 1 outgoing connections.DEPENDENCY · DEPTH 1Gemini OpinionGOOGLE AILMCHATGOOGLEGEMINI0 IN / 1 OUTChat Buffer Memory Opinion. ai node, memoryBufferWindow. 0 incoming and 1 outgoing connections.DEPENDENCY · DEPTH 1Chat Buffer Memory OpinionAIMEMORYBUFFERWINDOW0 IN / 1 OUTGemini Contextual. Google AI node, lmChatGoogleGemini. 0 incoming and 1 outgoing connections.DEPENDENCY · DEPTH 1Gemini ContextualGOOGLE AILMCHATGOOGLEGEMINI0 IN / 1 OUTChat Buffer Memory Contextual. ai node, memoryBufferWindow. 0 incoming and 1 outgoing connections.DEPENDENCY · DEPTH 1Chat Buffer Memory Contex…AIMEMORYBUFFERWINDOW0 IN / 1 OUTEmbeddings. Google AI node, embeddingsGoogleGemini. 0 incoming and 1 outgoing connections.DEPENDENCY · DEPTH 1EmbeddingsGOOGLE AIEMBEDDINGSGOOGLEGEMINI0 IN / 1 OUTGemini Answer. Google AI node, lmChatGoogleGemini. 0 incoming and 1 outgoing connections.DEPENDENCY · DEPTH 1Gemini AnswerGOOGLE AILMCHATGOOGLEGEMINI0 IN / 1 OUTChat Buffer Memory. ai node, memoryBufferWindow. 0 incoming and 1 outgoing connections.DEPENDENCY · DEPTH 1Chat Buffer MemoryAIMEMORYBUFFERWINDOW0 IN / 1 OUT

Signal inspector

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Main-channel runtimeTyped dependencytriggeraidecisiontransformintegration
Scroll horizontally to follow every connected flow.30 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

When Executed by Another Workf…

20 Execution Links12 Support Dependencies

  1. Start

    When Executed by Another Workflow

    Trigger

    Chat

    Trigger

  2. Step 2

    Combined Fields

    Transform

  3. Step 3

    Query Classification

    AI reasoning

  4. Step 4

    Switch

    Decision

  5. Step 5

    Factual Strategy - Focus on Precision

    AI reasoning

    Analytical Strategy - Comprehensive Coverage

    AI reasoning

    Opinion Strategy - Diverse Perspectives

    AI reasoning

    Contextual Strategy - User Context Integration

    AI reasoning

  6. Step 6

    Factual Prompt and Output

    Transform

    Analytical Prompt and Output

    Transform

    Opinion Prompt and Output

    Transform

    Contextual Prompt and Output

    Transform

  7. Step 7

    Set Prompt and Output

    Transform

  8. Step 8

    Retrieve Documents from Vector Store

    AI reasoning

  9. Step 9

    Concatenate Context

    Transform

  10. Step 10

    Answer

    AI reasoning

  11. Outcome

    Respond to Webhook

    Trigger

Attached dependencies

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

12 nodes

  • Gemini Factual

    AI reasoning dependency

  • Chat Buffer Memory Factual

    AI reasoning dependency

  • Gemini Analytical

    AI reasoning dependency

  • Chat Buffer Memory Analytical

    AI reasoning dependency

  • Gemini Classification

    AI reasoning dependency

  • Embeddings

    AI reasoning dependency

  • Gemini Answer

    AI reasoning dependency

  • Chat Buffer Memory

    AI reasoning dependency

  • Gemini Opinion

    AI reasoning dependency

  • Chat Buffer Memory Opinion

    AI reasoning dependency

  • Gemini Contextual

    AI reasoning dependency

  • Chat Buffer Memory Contextual

    AI reasoning dependency

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