Design the Multimodal Agent Architecture with LangChain

planningChallenge

Prompt Content

Design a LangChain agent architecture capable of accepting both image (filepath/base64) and textual queries. Detail the tools the agent will use (e.g., a VLM API wrapper, an image processing utility, a knowledge retrieval tool) and how its `AgentExecutor` will decide which tools to use and in what sequence for visual analysis and anomaly detection.

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