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Implement Trend Analysis with Weaviate

Linked challenge: Multimodal Content Generation Agent for AI Video Platform

Prompt source

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Design and implement a component within your Google ADK agent that utilizes Weaviate vector database to store and query trending topics, popular short-form video formats, and user engagement data. Show how the agent would embed new trend data into Weaviate and then retrieve relevant context for a new video concept request. Provide Python code snippets for interaction with Weaviate and how the retrieved context informs Gemini 2.5 Pro's generation.