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Implement Tool Integration

Inspect the original prompt language first, then copy or adapt it once you know how it fits your workflow.

Linked challenge: Automated GovTech Proposal Generation

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Linked challenge
Automated GovTech Proposal Generation

Prompt source

Original prompt text with formatting preserved for inspection.

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Develop custom tools (Python functions wrapped for CrewAI) that allow your agents to access simulated databases for past contract data, competitor profiles, and regulatory compliance documents. Detail the input/output schema for each tool.

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.