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LangChain Prior-Auth Chain Setup
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Linked challenge: Nursing Prior-Authorization Audit Agent with LangChain
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Linked challenge
Nursing Prior-Authorization Audit Agent with LangChain
Prompt source
Original prompt text with formatting preserved for inspection.
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Write a LangChain pipeline that parses clinical notes, queries prior-authorization policy rules, and produces a structured authorization status JSON.
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.