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Develop Custom Tools and Integrate Portkey

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Linked challenge: Competitive Intelligence: Multi-Agent Strategic Analysis for IPO Readiness

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Linked challenge
Competitive Intelligence: Multi-Agent Strategic Analysis for IPO Readiness

Prompt source

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Create custom tools for your CrewAI agents, such as a `SearchTool` for general web research or a `FinancialDataTool` that simulates fetching market data. Ensure these tools handle input/output appropriately for agents. Integrate Portkey to manage your GPT-4o API calls; explain how you would configure it for cost monitoring, performance optimization, and potentially rate limiting across agent interactions. Provide Python code for tool definitions and Portkey integration.

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.