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Implement Secure Data Access with Aembit and Tool Use

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Linked challenge: Real-time Personalized Sales Guidance

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Linked challenge
Real-time Personalized Sales Guidance

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Elaborate on the `CRMAccessTool` by integrating Aembit for secure, policy-based access to a simulated CRM system. The tool should enforce granular permissions, ensuring the `SalesGuidanceAgent` can only retrieve data relevant to its current context and authorized by Aembit. Show how the agent would dynamically call this tool based on a sales query requiring customer-specific information. Detail the Aembit policy structure that would govern this access. Also, incorporate Libretto for routing requests to Llama 4 Maverick, ensuring optimal model selection and performance.

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.