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Integrate Milvus for Shared Knowledge and Serper API Tool

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Linked challenge: R&D Team for Specialized AI Model Definition

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Linked challenge
R&D Team for Specialized AI Model Definition

Prompt source

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Implement the 'Milvus DB Tool' and 'Web Search Tool' for your agents. The Milvus tool should allow agents to store and retrieve research findings as embeddings, maintaining a shared knowledge base. The Web Search Tool (e.g., using Serper API) should enable agents to query the internet for information on heavy machinery automation. Describe their API interfaces and provide Python code snippets for tool integration within CrewAI.

Adaptation plan

Keep the source stable, then change the prompt in a predictable order so the next run is easier to evaluate.

Keep stable

Hold the task contract and output shape stable so generated implementations remain comparable.

Tune next

Update libraries, interfaces, and environment assumptions to match the stack you actually run.

Verify after

Test failure handling, edge cases, and any code paths that depend on hidden context or secrets.