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Memory and Audit Integration

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

Linked challenge: Autonomous AI Policy Auditor using CrewAI, Mem0 and Exa

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Linked challenge
Autonomous AI Policy Auditor using CrewAI, Mem0 and Exa

Prompt source

Original prompt text with formatting preserved for inspection.

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Configure the CrewAI instance to use Mem0 for short-term and long-term agent memory. Add a 'Governance Auditor' agent that takes the output of the Writer and runs it through a Credo AI check tool to verify ethical alignment.

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.