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Orchestrate Workflow with Lindy and Langsmith Observability

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Linked challenge: Automate FOIA Request Processing

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Linked challenge
Automate FOIA Request Processing

Prompt source

Original prompt text with formatting preserved for inspection.

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Design an integration with Lindy to orchestrate the FOIA request processing. Based on the classification from OpenAI o4-mini, trigger different Lindy workflows (e.g., 'SpamWorkflow', 'LegitimateReviewWorkflow'). Additionally, integrate Langsmith to trace each step of the AI classification and workflow execution, capturing model inputs, outputs, and tool calls for auditing purposes. Describe how you would set up the Lindy API calls and Langsmith traces.

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.